US20120259550A1 - Systems and methods for flood risk assessment - Google Patents
Systems and methods for flood risk assessment Download PDFInfo
- Publication number
- US20120259550A1 US20120259550A1 US13/526,087 US201213526087A US2012259550A1 US 20120259550 A1 US20120259550 A1 US 20120259550A1 US 201213526087 A US201213526087 A US 201213526087A US 2012259550 A1 US2012259550 A1 US 2012259550A1
- Authority
- US
- United States
- Prior art keywords
- flood
- elevation
- point
- year
- line
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Abandoned
Links
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q90/00—Systems or methods specially adapted for administrative, commercial, financial, managerial or supervisory purposes, not involving significant data processing
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02A—TECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
- Y02A10/00—TECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE at coastal zones; at river basins
- Y02A10/40—Controlling or monitoring, e.g. of flood or hurricane; Forecasting, e.g. risk assessment or mapping
Definitions
- the present invention relates generally to risk assessment and, more specifically, to flood risk assessment.
- floods may be the number one cause of losses from natural events.
- flood risk may be a function of flood hazards (e.g., hurricanes and/or damage to a levee or dam), property exposure to these hazards, and the damage vulnerability of properties during a flood.
- Traditional flood risk assessment and flood loss mitigation planning may need to address these three aspects.
- some flood planners may consider alternatives for coping with flood hazards including land-use planning, upstream watershed treatment, flood-proofing buildings, insurance and reinsurance measures, emergency evacuation, and building levees/dams and other structures.
- floods may account for significant property and business interruption losses affecting thousands of enterprises each year, which may cost more in property damages than other natural disasters.
- the flooding from Hurricane Katrina alone caused over $40 billion in property damage, led to over 1600 deaths, and affected over 250,000 businesses according to the United States Census Bureau.
- federal, public, and private measures on flood loss mitigation, insurance and reinsurance may be a key factor in reducing the financial risk to individuals, enterprises and even whole societies.
- Mortgage companies, public sector from the Federal Emergency Management Agency (FEMA) to municipalities
- capital markets, insurance, and reinsurance companies may need knowledge about frequencies of floods, flood elevations, and frequencies of flood inundation losses at different property locations in order to underwrite sufficient and comprehensive policies for these properties.
- FEMA Federal Emergency Management Agency
- flood risk for both residential and commercial properties may have been determined by whether the properties were inside or outside FEMA special flood hazard areas (SFHAs). Whether the property is inside or outside of an SFHA may have been the principle risk factor considered in determining whether to purchase flood insurance.
- SFHAs FEMA special flood hazard areas
- Flood risks associated with properties within and beyond SFHAs may be different.
- properties located near flood sources with lower elevations may have a higher flood risk than properties near SFHAs boundaries at a higher elevation. Repetitive loss may occur more often in properties at lower elevations because the flood frequencies at lower elevations may be much higher.
- properties may also suffer flood damage. For example, based on FEMA records, 30% of claims were from the outside of 100 yr flood zones.
- a flood frequency versus flood elevation curve for a property point may be derived using points of flood elevation for corresponding flood frequency derived from flood maps (e.g., geospatial flood risk zoning maps).
- the points may be statistically determined points that are verifiably discrete.
- the derived flood frequency versus flood elevation curves may be used to reduce the uncertainty in flood risk assessment (e.g., for insurance companies calculating policy premiums).
- points may be generated using geospatial point/line/polygon/surface features (e.g., flood elevation lines) for flood elevations at different flood frequency levels.
- the geospatial point/line/polygon/surface features may be defined and created based on elevation datasets (e.g., digital elevation maps) and flood maps.
- the geospatial point/line/polygon/surface features may be created/redefined in locations where there previously were inconsistencies between the elevation datasets and the flood maps that were generated, for example, from computer models and field surveys.
- the elevation datasets and flood maps may be digital.
- a manual method may be used to overlay the flood map with the elevation datasets (e.g., an elevation map) and flood elevation lines may be determined and/or digitized for flood elevations (e.g., determined using hydraulic modeling).
- a flood source line feature e.g., a waterway centerline or a coastal line
- pre-existing flood elevation lines e.g., base flood elevation lines
- additional flood elevation lines e.g., for other flood frequency boundaries
- slopes of new flood elevation lines may be determined based on slopes of other flood elevation lines.
- flood elevation lines may thus be created for points between or near existing flood elevation lines.
- flood elevation lines and/or flood boundaries may be adjusted to improve the accuracy of the derived points.
- flood elevation lines may be adjusted on top of digital elevation maps to correlate the endpoints of the flood elevation line with points on the digital elevation map with similar elevations as the elevation associated with the flood elevation line.
- other points on the flood elevation lines and/or other points on the flood map may be adjusted using the digital elevation map.
- flood boundaries may also be corrected (e.g., by using the endpoints of corrected flood elevation lines).
- the flood elevation lines e.g., pre-existing and/or derived
- flood boundary lines may be used to calculate flood frequency versus flood elevation curves, flood frequency versus damage curves, and flood risk ratings.
- these curves and flood risk ratings may be derived for a specific property, a geocoded point location, or a point of interest (POI).
- POI point of interest
- base flood risk ratings may be derived from the computed flood frequency versus flood elevation curve.
- flood risk adjustments (risk load) may be made to the base flood risk rating for flood related hazards (e.g., hurricanes, landslides, tsunamis, flash flooding, damage to a levee, or damage to a dam).
- a limited number of statistically and geospatially known flood elevations (such as 100-year and 500-year flood elevations) that may have been verified by detailed hydrologic and hydraulic (HH) studies may be used to predict and extrapolate unknown flood elevations by using accurate digital elevation data, hydrologic methods, and GIS (Geographic Information System) technology at any given geospatial location in a flood risk area.
- HH hydrologic and hydraulic
- FEMA's Flood Insurance Rate Maps may have 100-year flood elevation lines printed on them for some areas.
- FEMA maps may have the 500-year flood boundary printed on them for some areas, but may not have 500-year flood elevation lines printed on them.
- the 100-year and/or 500-year flood elevation lines may be determined or provided from other flood map sources (e.g., a FEMA Flood Insurance Study (FIS)).
- FES FEMA Flood Insurance Study
- a property point for analysis may be provided by a user.
- the property point may correspond to an address, a geocoded point, a point of interest, a building on a property, etc.
- the property point may include the address of a targeted portfolio from a mortgage company, public sector entity (e.g., FEMA, municipalities, states, etc.), capital market entity, insurance company, or reinsurance company.
- the property point may be geocoded by the system. For example, an x,y coordinate (such as a latitude/longitude) may be determined for the property point.
- the 100-year base flood elevation and the 500-year flood elevation may be determined for the property point.
- the 500-year flood elevation for the point may be interpolated from the existing 500-year flood elevation lines. If the 500-year flood elevation lines are not provided near the point, the 500-year flood elevation lines may be created near the point and the 500-year flood elevation line for the point may be interpolated. If the property point is outside the 100-year and 500-year flood elevation lines, the 100-year and 500-year flood elevation lines may be determined for the point using various methods.
- the flood frequency versus elevation curve may then be determined at the property point. Using the 100-year and 500-year flood elevation points, a distribution may be calculated which may provide the flood elevations at other flood frequencies (e.g., 10 year, 50 year, 1000 year, etc.). A flood frequency curve versus flood loss may be determined for the property point using the flood frequency versus elevation curve and additional data (e.g., provided by the user about the property point). The information may be used to provide a flood risk assessment report to the user.
- additional data e.g., provided by the user about the property point.
- FIG. 1 illustrates an embodiment of a wide area network (“WAN”).
- WAN wide area network
- FIG. 2 illustrates an embodiment of computer system that may be suitable for implementing various embodiments of a system and method for flood risk assessment.
- FIG. 3 illustrates an embodiment of an example flood map.
- FIGS. 4 a - b illustrate embodiments of a plot for a flood elevation point on the example map.
- FIG. 4 c illustrates an embodiment of a flood elevation versus flood return period for a property point.
- FIG. 5 illustrate an embodiment of a method for providing a flood risk assessment for a property point.
- FIG. 6 illustrates an embodiment of a method for interpolating/extrapolating flood elevations for a property point.
- FIG. 7 a illustrates a digital elevation base map with a river centerline and a 100-year flood boundary with flood elevation lines and elevation labels.
- FIG. 7 b illustrates an embodiment of a map used to determine missing flood elevation lines between pre-existing flood elevation lines.
- FIGS. 8 a - b illustrate an embodiment of a map and chart used to determine missing flood elevation lines using gage station data.
- FIG. 9 illustrates an embodiment of using raster images to calculate raster surfaces for 100-year and 500-year flood elevations by Triangulated Irregular Network (TIN) methods using flood elevation line features.
- TIN Triangulated Irregular Network
- FIG. 10 illustrates an embodiment of extending flood elevation lines using existing flood elevation lines.
- FIG. 11 illustrates an embodiment of forming a flood elevation line using a flood source line feature.
- FIG. 12 illustrates an embodiment of forming flood elevation lines using two pre-established flood elevation lines.
- FIG. 13 illustrates an embodiment of approximating a flood elevation line for a point between two flood elevation lines for 100-year flood boundaries.
- FIG. 14 illustrates an embodiment of approximating a flood elevation line for a point between two flood elevation lines for the 500-year flood boundaries.
- FIG. 15 illustrates another embodiment for calculating a flood elevation line for a point between two flood elevation lines.
- FIG. 16 illustrates an embodiment of determining a flood elevation line for a point outside of the 500-year flood boundary.
- FIGS. 17 a - d illustrate various flood data charts used in calculating a flood frequency versus damage curve, according to an embodiment.
- FIG. 18 a illustrates an embodiment of a distribution for average annual loss.
- FIG. 18 b illustrates an embodiment of a chart calculating an average annual loss.
- FIG. 19 illustrates a chart of risk scores, according to an embodiment.
- FIG. 20 illustrates an embodiment of a method for calculating the average annual loss due to flooding at a property point.
- FIG. 21 illustrates an embodiment of a method for using flood elevation data to calculate a distribution for flood frequency versus flood elevation.
- FIG. 22 illustrates an embodiment of a method for forming a flood elevation line by aligning elevations on a flood boundary.
- FIG. 23 illustrates an embodiment of a method for forming a flood elevation line based on a pre-existing flood elevation lines.
- FIG. 24 a - b illustrate an embodiment of a method for forming a raster surface based on flood elevations.
- FIG. 25 illustrates an embodiment of a method for forming a flood elevation line based on gage station data.
- FIG. 26 illustrates an embodiment of a method for forming a flood elevation line by extending a pre-existing elevation line.
- FIG. 27 illustrates an embodiment of a method for forming a base flood elevation line by using a centerline.
- FIG. 28 illustrates an embodiment of a method for using two perimeter flood elevation lines for forming subsequent intermediary flood elevation lines.
- FIG. 29 illustrates an embodiment of a method for forming a flood elevation line for a point between two pre-existing flood elevation lines.
- FIG. 30 illustrates an embodiment of a method for forming a flood elevation line for a point using two pre-existing flood elevation lines.
- FIG. 31 illustrates an embodiment of a method for providing a flood risk assessment for a point.
- FIG. 32 illustrates an embodiment of a web-based method for providing a flood risk assessment for a point.
- FIGS. 33 a - b illustrate an embodiment of a method for correcting a flood elevation line.
- FIG. 34 illustrates an embodiment of a method for redefining at least a portion of a flood boundary.
- FIGS. 35 a - b illustrate an embodiment of a method for correcting a flood boundary using a digital elevation map.
- FIGS. 36 a - b illustrate an embodiment of a method for determining flood frequency versus flood elevation points using three dimensional surfaces.
- FIG. 37 illustrates an embodiment of a flood water surface profile.
- FIG. 38 a illustrates an embodiment of a plot of N-segment discrete hydrological data series.
- FIG. 38 b illustrates an embodiment of sorted gage station data for use in determining the N-segment discrete hydrological data series.
- a flood frequency versus flood elevation (flood depth) curve may be computed for a property point (e.g., a geocoded point location defined using geospatial coordinates, such as a latitude and a longitude, a georeferenced point (e.g., referenced to a coordinate system), an address, a building at an address, or other points of interest (POI)) in a flood risk area.
- a property point e.g., a geocoded point location defined using geospatial coordinates, such as a latitude and a longitude, a georeferenced point (e.g., referenced to a coordinate system), an address, a building at an address, or other points of interest (POI)
- POI points of interest
- the flood frequency versus flood elevation curves may be determined for several property points in a portfolio. While FEMA is suggested as a possible source of flood maps herein, it is to be understood that the methods described herein may be used for property points worldwide (e
- the flood frequency may refer to a flood level that has a specified percent chance of being equaled or exceeded in a given year. For example, a 100-year flood may occur on average once every 100 years and thus may have a 1-percent chance of occurring in a given year.
- exceedance probability may be used instead of or in addition to flood frequency.
- Exceedance probability may refer to a probability of a value exceeding a specified magnitude in a given time period.
- the data on a flood frequency curve may also be plotted as an exceedance probability curve.
- Other flood frequencies and flood frequency formats are also contemplated.
- Flood elevation may indicate an elevation of the surface of flood waters during the corresponding flood event. For example, if the flood water surface rises to an elevation of 180 m (e.g., above sea level) at a property point during a flood event occurring statistically once every 100 years, the 100 year flood elevation for the property point may be 180 m.
- Other flood elevation formats are also contemplated (e.g., the flood elevation may be represented as a flood depth of the flood waters above the ground surface (e.g., 10 feet above the ground surface), etc.).
- Initial flood datasets may be provided by several sources.
- datasets may be provided from flood maps such as digital flood zoning maps (for example, Digital Flood Insurance Rate Maps (DFIRM) (e.g., from the Federal Emergency Management Agency (FEMA)).
- DFIRM Digital Flood Insurance Rate Maps
- FEMA Federal Emergency Management Agency
- Flood maps may include flood risk zoning maps adopted by communities that participate in the National Flood Insurance Program.
- Other flood maps are also contemplated.
- Flood maps may be stored in geospatial databases.
- Other sources of initial flood map datasets are also contemplated (e.g., datasets may originate from flood elevation lines or from flood elevation raster images).
- Additional data may be derived from 1-10 m Digital Elevation datasets (“1-10 m” may indicate a resolution of the maps), USGS (United States Geological Survey) gage station records, and flood source features from USGS National Hydrologic Datasets. Other resolution (e.g., higher resolution) digital elevation datasets are also contemplated. These initial datasets may only provide a single point at a flood frequency versus flood elevation curve for a given geographic location (e.g., a given property point) in a flood risk area (e.g., the 100-year base flood elevation). For example, these datasets may provide the flood elevation line for a 100-year (and/or 500-year) flood (100-year and 500-year refer to flood frequency) for a set of points.
- the flood frequency versus flood elevation curve may be computed for geospatial points (e.g., property points) based on, for example, two statistically determined discrete points (such as 100-year and 500-year flood elevations) derived from a flood map (e.g., a digital flood risk boundary map), flood elevation lines for flood elevations, and digital elevation data.
- the two points may not be statistically determined discrete points.
- flood frequency versus damage curves may be calculated to assist in flood risk assessment (e.g., to assist in insurance premium determinations for a property point).
- missing data e.g., missing flood elevation lines and/or flood boundaries
- existing or derived flood elevation lines and/or flood boundaries may also be corrected (e.g., using the methods described herein).
- FIG. 1 illustrates an embodiment of a WAN 102 and a LAN 104 .
- WAN 102 may be a network that spans a relatively large geographical area.
- the Internet is an example of a WAN 102 .
- WAN 102 typically includes a plurality of computer systems that may be interconnected through one or more networks. Although one particular configuration is shown in FIG. 1 , WAN 102 may include a variety of heterogeneous computer systems and networks that may be interconnected in a variety of ways and that may run a variety of software applications.
- LAN 104 may be coupled to WAN 102 , LAN 104 may be a network that spans a relatively small area. Typically, LAN 104 may be confined to a single building or group of buildings. Each node (i.e., individual computer system or device) on LAN 104 may have its own CPU with which it may execute programs. Each node may also be able to access data and devices anywhere on LAN 104 . LAN 104 , thus, may allow many users to share devices (e.g., printers) and data stored on file servers.
- devices e.g., printers
- LAN 104 may be characterized by a variety of types of topology (i.e., the geometric arrangement of devices on the network), of protocols (i.e., the rules and encoding specifications for sending data, and whether the network uses a peer-to-peer or client/server architecture), and of media (e.g., twisted-pair wire, coaxial cables, fiber optic cables, and/or radio waves).
- topology i.e., the geometric arrangement of devices on the network
- protocols i.e., the rules and encoding specifications for sending data, and whether the network uses a peer-to-peer or client/server architecture
- media e.g., twisted-pair wire, coaxial cables, fiber optic cables, and/or radio waves.
- Each LAN 104 may include a plurality of interconnected computer systems and optionally one or more other devices.
- LAN 104 may include one or more workstations 110 a , one or more personal computers 112 a , one or more laptop or notebook computer systems 114 , one or more server computer systems 116 , and one or more network printers 118 .
- an example LAN 104 may include one of each computer systems 110 a , 112 a , 114 , and 116 , and one printer 118 .
- LAN 104 may be coupled to other computer systems and/or other devices and/or other LANs through WAN 102 .
- mainframe computer systems 120 may be coupled to WAN 102 .
- mainframe 120 may be coupled to a storage device or file server 124 and mainframe terminals 122 a , 122 b , and 122 c .
- Mainframe terminals 122 a , 122 b , and 122 c may access data stored in the storage device or file server 124 coupled to or included in mainframe computer system 120 .
- WAN 102 may also include computer systems connected to WAN 102 individually and not through LAN 104 .
- workstation 110 b and personal computer 112 b may be connected to WAN 102 .
- WAN 102 may include computer systems that may be geographically remote and connected to each other through the Internet.
- FIG. 2 illustrates an embodiment of computer system 250 that may be suitable for implementing various embodiments of a system and method for flood risk assessment.
- Each computer system 250 typically includes components such as CPU 252 with an associated memory medium such as CD-ROMs 260 .
- the memory medium may store program instructions for computer programs.
- the program instructions may be executable by CPU 252 .
- Computer system 250 may further include a display device such as monitor 254 , an alphanumeric input device such as keyboard 256 , and a directional input device such as mouse 258 .
- Computer system 250 may be operable to execute the computer programs to implement computer-implemented systems and methods for flood risk assessment.
- Computer system 250 may include a memory medium on which computer programs according to various embodiments may be stored.
- the term “memory medium” is intended to include an installation medium, e.g., floppy disks or CD-ROMs 260 , a computer system memory such as DRAM, SRAM, EDO RAM, Rambus RAM, etc., or a non-volatile memory such as a magnetic media, e.g., a hard drive or optical storage.
- the memory medium may also include other types of memory or combinations thereof.
- the memory medium may be located in a first computer, which executes the programs or may be located in a second different computer, which connects to the first computer over a network. In the latter instance, the second computer may provide the program instructions to the first computer for execution.
- Computer system 250 may take various forms such as a personal computer system, mainframe computer system, workstation, network appliance, Internet appliance, personal digital assistant (“PDA”), television system or other device.
- PDA personal digital assistant
- computer system may refer to any device having a processor that executes instructions from a memory medium.
- the memory medium may store a software program or programs operable to implement a method for flood risk assessment.
- the software program(s) may be implemented in various ways, including, but not limited to, procedure-based techniques, component-based techniques, and/or object-oriented techniques, among others.
- the software programs may be implemented using ActiveX controls, C++ objects, JavaBeans, Microsoft Foundation Classes (“MFC”), browser-based applications (e.g., Java applets), traditional programs, or other technologies or methodologies, as desired.
- a CPU such as host CPU 252 executing code and data from the memory medium may include a means for creating and executing the software program or programs according to the embodiments described herein.
- Suitable carrier media may include storage media or memory media such as magnetic or optical media, e.g., disk or CD-ROM, as well as signals such as electrical, electromagnetic, or digital signals, may be conveyed via a communication medium such as a network and/or a wireless link.
- FIGS. 3 , 4 a , and 4 b illustrate an embodiment of an example flood map and plotted curves of a flood elevation versus flood frequency points on the example flood map.
- flood elevation lines 305 e.g., base flood elevation (BFE) line 305 a
- BFE base flood elevation
- a position e.g., position 309 a corresponding to a property point
- a flood source line feature for example, a waterway centerline 307 (e.g., a river centerline)
- plot point 311 a may represent the flood elevation for position 309 a for the 0.01 flood frequency (100-year flood frequency).
- a second point 311 b (e.g., for the 0.002 flood frequency (at the 500-year flood boundary 303 )) on the curve 313 may be needed (several embodiments for determining the first point 311 a and/or second point 311 b are described herein).
- the curve 313 for flood frequency versus flood elevation may be calculated, using a curve fitting algorithm, for position 309 a that may show other flood frequency versus flood elevations for position 309 a (several embodiments for calculating the curve 313 are also described herein).
- FIG. 4 b also shows other points on the flood frequency versus flood elevation curve 313 (with modified axis to show additional flood frequencies versus flood elevations).
- base flood elevationIBFE is “the elevation shown on the Flood Insurance Rate Map for Zones AE, AH, A1-A30 . . . V1-V30 and VE that indicates the water surface elevation resulting from a flood that has a one percent chance of equaling or exceeding that level in any given year.”
- the BFE is the elevation of the water projected to occur in association with the base flood, which by definition is a “flood having a one percent chance of being equaled or exceeded in any given year” see 44 C.F.R. 59.1.
- flood elevations and “flood elevation lines” are used to refer to the elevation of floods and lines representing these elevations for various flood frequencies (e.g., 500-year flood).
- Flood elevation line for the 100-year flood frequency may be used interchangeably with the term “BFE”.
- FIG. 5 illustrate an embodiment of a method for providing a flood elevation and flood risk assessment for a property point. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired.
- a property point may be provided by a user (e.g., the address of a targeted portfolio from a mortgage company, public sector entity (e.g., FEMA, municipalities, states, etc.), capital market entity, insurance company, or reinsurance company).
- a user e.g., the address of a targeted portfolio from a mortgage company, public sector entity (e.g., FEMA, municipalities, states, etc.), capital market entity, insurance company, or reinsurance company).
- the property point may be geocoded (e.g., an x,y coordinate (such as a latitude/longitude) may be determined by the system).
- a substantially perpendicular line may be formed on a digital elevation map, between the property point and a flood source line feature of a flood source in a same catchment area as the property.
- the substantially perpendicular line may be used to associate the property point with the flood source line feature and one or more flood boundaries.
- the perpendicular line may also be formed as a cross section through the property point (e.g., in three dimensional space). Other uses of the perpendicular line/cross section are also contemplated.
- At 507 at least two points of flood frequency versus flood elevation for the property point may be calculated using a flood map and a digital elevation map.
- calculating the at least two points may include statistically determining the at least two flood frequency versus flood elevation points.
- the 100-year flood elevation and the 500-year flood elevations may be determined for the property point (e.g., according to flood elevation lines, corresponding to flood frequency boundaries, crossing through the property point).
- other flood elevations may be determined for the property point in addition to or instead of the 100-year base flood elevation and the 500-year flood elevation.
- Flood maps may include maps of flood zones (defined by flood boundaries) and a plurality of pre-existing flood elevation lines.
- FEMA Flood Insurance Rate Maps may have 100-year flood elevation lines printed on them for some areas.
- FEMA maps may have the 500-year flood boundary printed on them for some areas, but may not have 500-year flood elevation lines printed on them.
- the 100-year and/or 500-year flood elevation lines may be determined or provided from other flood map sources (e.g., a FEMA Flood Insurance Study (FIS)).
- Digital elevation maps may include digital elevation models and/or digital elevation datasets. Other maps and datasets may also be used for elevation.
- the 100-year and 500-year flood elevations/flood elevation lines for a region may be determined using, for example, the process designated in FIG. 6 prior to receiving the property point request. These predetermined flood elevations may be stored in 100-year and 500-year flood elevation layers. These layers may then be queried after the property point request is received. In some embodiments, the 100-year and 500-year flood elevations may be determined during runtime (e.g., after the property point request is received) using the process designated, for example, in FIG. 6 . Determining the 100-year and 500-year flood elevation lines may be automated or may be manual.
- At least two points of flood frequency versus flood elevation for the property point may be determined at the intersection of a cross section, through the property point, and flood frequency surfaces (e.g., the 100 year flood surface and the 500 year flood surface) (e.g., see FIGS. 36 a - b ).
- corresponding flood elevations for flood frequencies may be determined at an intersection of a line (through the property point and substantially perpendicular to a flood source line feature) and the corresponding flood boundaries (e.g., see FIGS. 13-14 ).
- the at least two points of flood frequency versus flood elevation for the property point may be calculated using cross section data on a flood profile (e.g., see FIG. 37 ). Other method are also contemplated.
- a relationship between flood frequency and flood elevation for the property point may be defined using the at least two points. For example, a flood frequency versus flood elevation curve may be determined at the property point. Using the 100-year and 500-year flood elevation points, a distribution may be calculated. The distribution may provide the flood elevation at other flood frequencies (e.g., 10 year, 50 year, 1000 year, etc.). For example, the distribution may be a logarithmic relationship (e.g., see FIG. 4 c ). One logarithmic relationship that may be used is:
- flood return period 1/flood frequency
- a and b are defined by solving the equation for the at least two calculated points of flood frequency versus flood elevation.
- FIG. 4 c To develop this linear relationship (e.g., see FIG. 4 c ), several data sets for different areas were analyzed. Other logarithmic relationships are also contemplated (e.g. see below).
- At 511 at least one flood elevation at a flood frequency different from the flood frequency of one of the at least two points for the property point may be predicted using the defined relationship. For example, if the relationship is represented as a curve, a flood elevation at a corresponding flood frequency may be determined from the curve. If the relationship is defined as an equation, a flood elevation for a corresponding flood frequency may be determined using the defined equation. Other relationships are also contemplated.
- a flood frequency versus flood damage distribution may be calculated for the property point using the flood frequency versus flood elevation curve and a flood damage versus flood elevation relationship (e.g., a vulnerability curve provided by the user). Additional data may also be used (e.g., provided by the user about the property point).
- an average annual loss for the property point may be calculated using the distribution of flood frequency versus flood damage (e.g., by interpolation).
- information may be used to provide a flood risk assessment report to the user.
- a flood elevation versus percent damage relationship may be defined (e.g., using one or more flood studies for the property area) and the average annual loss for the property point may be determined using the flood elevation versus percent damage relationship.
- a determination may be made whether the 100-year base flood elevation lines exist near the property point.
- the 100-year base flood elevation for the point may be interpolated from the existing 100-year base flood elevation lines (e.g., sec FIG. 13 ).
- the 100-year base flood elevation lines may be created near the point (e.g., see FIGS. 7 a - 8 b , and 11 - 12 ) and the 100-year base flood elevation for the point may be interpolated.
- a determination may be made whether the 500-year flood elevation lines exist near the property point.
- the 500-year flood elevation for the point may be interpolated from the existing 500-year flood elevation lines (e.g., see FIG. 14 ).
- the 500-year flood elevation lines may be created near the point (e.g., see FIGS. 10-12 ) and the 500-year flood elevation for the point may be interpolated.
- the 100-year and 500-year flood elevations may be determined for the point using various methods such as extrapolation/interpolation (e.g., see FIG. 16 ) and/or using the nearest 100-year/500-year flood elevation lines.
- the 100-year and 500-year flood elevation lines may be determined for an area (e.g., a nationwide area) at one time. The 100-year and 500-year flood elevations may then be interpolated for the property points as needed.
- existing or derived flood elevation lines and/or flood boundaries may also be corrected (e.g., see FIGS. 33-36 ).
- different probability distributions may be used to calculate the curve 313 with two or more points 311 a and 311 b (which may be statistically determined flood elevation points).
- the Log Pearson Type III distribution, the Log Normal distribution, and/or the Extreme Value Type I distribution may be used.
- Other distributions may also be used.
- the magnitude of a flood event (flood elevation) and the corresponding flood frequency may have a non-linear relationship.
- the flood elevation in the relationship may change more significantly during smaller flood frequencies (e.g., 5, 10-year return periods) than longer flood frequencies (e.g., 500 year return periods).
- the relationship between flood elevations and flood frequency in a range of flood frequency between approximately 50 years to 1000 years may be near-linear after applying a logarithm transform on the flood frequency base.
- a logarithm relationship between flood elevation and flood frequency may be defined at a cross section through the property point (and perpendicular to the flood source line feature) as:
- a may be the slope and “b” may be a constant that may be determined by solving the relationship with two flood elevation/flood frequency point pairs.
- the relationship may be:
- Elev100 is the flood elevation at flood frequency of 0.01 (the 100 year flood) and Elev500 is the flood elevation at the 0.002 flood frequency (500 year flood).
- the relationship may provide a flood elevation for a given flood frequency at the property point.
- the relationship may account for hydrologic, hydraulic, and statistical characteristics of flood elevation versus flood frequency.
- the cross section through the property point (and perpendicular to the flood source line feature) may associate the property point with the flood source based on characteristics of watershed, elevation, and/or flow direction.
- the curve 313 may be calculated using the Log Pearson Type III distribution.
- the Log Pearson Type III distribution may include two parameters (a scale parameter and a shape parameter) and an initial hydrologic condition factor (such as initial discharge or a reference elevation).
- the Log Pearson Type III distribution may be calculated as follows:
- ⁇ is a scale parameter and ⁇ is a shape parameter.
- the scale and shape parameters may be determined using the two points 311 a and 311 b (for example, the two points may provide two sets of values for (P(y),y) resulting in two equations (with specified initial conditions) of two unknowns (the scale parameter and shape parameter)).
- the determined scale parameter and shape parameter may then be used to calculate the curve 313 (for a specified initial condition).
- the Lognormal Distribution may be used to calculate the curve 313 .
- the general formula for the probability density function of the lognormal distribution may be:
- f ⁇ ( x ) ⁇ - ( ( ln ⁇ ( ( x - ⁇ ) / m ) ) 2 / ( 2 ⁇ ⁇ 2 ) ) ( x - ⁇ ) ⁇ ⁇ ⁇ 2 ⁇ ⁇ ⁇ ⁇ x ⁇ ⁇ ; m , ⁇ > 0
- points 311 a and 311 b may be used to solve for at least two of ⁇ , ⁇ , and m.
- the case where ⁇ equals zero may be referred to as the 2-parameter log-normal distribution.
- additional points of flood frequency versus flood elevation may be used.
- the points 311 a and 311 b may be used to solve for ⁇ and m to calculate the curve 313 (e.g., by providing two sets of values for (f(x),x) resulting in two equations of two unknowns.)
- f(x) may represent the probability and x may represent the flood elevation.
- the equation for the standard lognormal distribution may be:
- f ⁇ ( x ) ⁇ - ( ( ln ⁇ ⁇ x ) 2 / ( 2 ⁇ ⁇ 2 ) ) x ⁇ ⁇ ⁇ ⁇ 2 ⁇ ⁇ ⁇ ⁇ x ⁇ 0 ; ⁇ > 0
- either point 311 a and 311 b may be used to solve for a in the standard lognormal distribution to calculate the curve 313 .
- the general form of probability functions may be expressed in terms of the standard distribution.
- the Extreme Value Type I distribution may be used:
- points 311 a and 311 b may be used to solve for ⁇ and ⁇ to calculate the curve 313 (e.g., by providing two sets of values for (f(x),x) resulting in two equations of two unknowns.)
- f(x) may represent the probability and x may represent the flood elevation.
- the Log Pearson Type III distribution, the Log Normal distribution, and/or the Extreme Value Type I may be used to calculate the curve 313 .
- flood elevations at different flood frequency levels e.g., 2 year, 5 year, 10 year, 50 year, 100-year, 200 year, 500-year, and 1000 year
- flood frequency levels e.g., 2 year, 5 year, 10 year, 50 year, 100-year, 200 year, 500-year, and 1000 year
- discrete values of the flood frequency versus flood elevation relationship at two known points may be entered into the selected probability distribution with two unknown parameters (e.g., shape parameter and scale parameter) to form two equations with two unknown variables:
- the equations may be solved mathematically for deriving the values of those parameters (e.g., the shape parameter and scale parameter). After those two parameters are determined, the flood frequency versus elevation relationship may be presented as the following:
- the flood elevation at different flood frequencies (e.g., 2 yr, 10 yr, 50 yr, 200 yr, 1000 yr . . . ) may be computed.
- hydrological parameters may be calculated using N-segment discrete hydrological data series derived from hydrologic gage station data.
- Gage station data may include date, gage height, and stream flow data.
- the average discharge and coefficient of variation (a normalized standard deviation) for an n-segment hydrologic dataset may be calculated using the following formulas:
- Q n mean discharge of the hydrologic dataset
- C V n coefficient of river discharge
- S n standard deviation.
- Curve fitting on the standard probability distributions may be used to determine three key hydrologic parameters by using hydrologic datasets: mean discharge ( Q n ) standard deviation (S n ), and skew coefficient.
- the skew coefficient may be derived from the mean discharge and its standard deviation.
- the Log-Pearson Type III deviate may be obtained by using the skew coefficient.
- the scale parameter ⁇ and shape parameter ⁇ of the Log Pearson Type III distribution may be determined (e.g., from statistical look-up tables).
- the derived probability distribution may present a relationship between the flood frequency and discharge.
- the flood frequency versus flood elevation relationship may be derived.
- gage station data over a series of years may be sorted by discharge and/or gage height in order of largest flood event first, second event second, etc. (e.g., see FIG. 38 b with a partial listing).
- the number of years covered by the gage station may be used to determine probability of a flood event happening in a given flood frequency.
- the conditional probability (corresponding to flood frequency) may be provided by the following formulas:
- m 1 + N ⁇ ⁇ 1 - m ⁇ ⁇ 1 N 1 * m N 0 - K + 1 , m 1 , 2 , ... ⁇ , m 0
- FIG. 38 b illustrates a partial listing of flood frequencies computed using the above formulas.
- the gage height may be converted into flood elevation by adding the gage datum (which may be the elevation of the gage station above sea level).
- gage datum which may be the elevation of the gage station above sea level.
- two or more points of flood frequency versus flood elevation may thus be computed using gage station data for a property point.
- these hydrologic parameters may be computed to be used in detailed HH studies and modeling in areas where flood mapping and flood engineering data may be missing.
- HH studies may include hydrologic studies (e.g., using water cycles and water movement modeling) and hydraulic studies (e.g., using gravity and water flow modeling) to determine approximate locations of flood boundaries, flood source line features, and/or flood elevation lines.
- data may be used (e.g., from DFIRM studies) to evaluate which of the three distributions may be best for a specific region or regions.
- one distribution may be used.
- different distributions may be used for different regions.
- the algorithm to derive the parameters for the distributions by using the two points may be performed by a computer system or performed manually.
- the output of the distribution e.g., the flood elevation at the 2 year, 5 year, 10 year, 50 year, 100-year, 200 year, 500-year, and 1000 year, etc. flood frequencies
- the data for points 311 a and 311 b may be derived from flood elevation lines on flood maps from various datasets.
- FIG. 7 a illustrates a digital elevation base map 600 (which may have a resolution of 10 m (other resolutions are also contemplated)) with a river centerline 607 , 100-year flood boundary 601 with flood elevation lines 605 (e.g., flood elevation line 605 a ) and elevation labels 609 .
- the flood elevation lines 605 may be drawn by connecting points of similar elevations on the flood zone boundaries.
- flood elevation line 605 a is drawn connecting 190 ft elevations on the 100-year flood boundary 601 .
- This may be drawn manually by physically drawing the lines or drawing the lines manually using a computer, or may be done automatically (e.g., software implemented).
- the line may not actually be drawn, but instead data associated with the lines may be stored (e.g., in a database).
- the elevations at the flood zone boundary may be labeled to assist in the flood elevation line 605 formation.
- the missing flood elevation lines and/or flood boundary may be created/redefined to assist in determination of the two points of flood frequency versus flood elevation for a property point (e.g., a property point in the region of missing flood elevation lines and/or flood boundary).
- existing flood elevation lines (e.g., flood elevation lines 605 b - e ) on flood map 700 may be used to guide the orientation and/or size of the missing flood elevation lines (e.g., flood elevation line 605 f ).
- the last known upstream elevation points 609 c,d of the 100-year flood boundary 601 and the first known downstream elevation points 609 e,f of the 100-year flood boundary 601 may be used to determine the approximate initial elevation points for the missing flood elevation lines.
- elevation point 609 c may be 204 ft and elevation point 609 e may be 194 ft.
- the placement of missing flood elevation lines may be based on the general slope of the flood profile in from upstream or downstream areas where HH studies exist.
- a flood map may be overlaid (e.g., geographically aligned using one or more similar geographic features or coordinates between the two maps) on an elevation map (e.g., a digital elevation map).
- the flood map and the elevation map may be digital maps.
- overlaying the maps may include aligning digital coordinates of the maps (e.g., on graphical maps and/or respective data sets).
- drawing, connecting, moving, adjusting points/lines on the digital maps may include drawing, connecting, moving, adjusting points/lines on one or both the digital elevation map and flood map.
- the placements of the indicated elevations e.g., elevation points 202 ft, 200 ft, 198 ft, 196 ft
- the placements of the indicated elevations e.g., elevation points 202 ft, 200 ft, 198 ft, 196 ft
- flood elevation line 605 f may be drawn connecting elevation points 198 ft on either side of the centerline 607 ).
- the slope and size of existing flood elevation lines e.g., flood elevation lines 605 c and 605 d
- an area approximately the length of flood elevation line 605 c away from (and at a slope of 605 c ) the initial elevation point 609 a may be searched for a similar elevation point (e.g., elevation point 609 b ) for creating the missing flood elevation line 605 f . This may be helpful especially if there are several similar elevation points on the opposing side of the centerline 607 .
- the slope and length of a temporary line used to search for a matching elevation point may be determined based on a weighted average of the length and slope of flood elevation line 605 c and 605 d . For example, the closer the initial elevation point 609 a is to flood elevation line 605 c , the more a temporary line may resemble the flood elevation line 605 c in length and slope.
- length_temp dist ⁇ ⁇ 605 ⁇ ⁇ c dist ⁇ ⁇ 605 ⁇ ⁇ c + dist ⁇ ⁇ 605 ⁇ ⁇ d * length ⁇ ⁇ 605 ⁇ ⁇ d + dist ⁇ ⁇ 605 ⁇ ⁇ d dist ⁇ ⁇ 605 ⁇ ⁇ c + dist ⁇ ⁇ 605 ⁇ ⁇ d * length ⁇ ⁇ 605 ⁇ ⁇ c
- the distance between the point and the flood elevation line may equal the shortest distance between the initial elevation point 609 a and the flood elevation line. Other distances are also contemplated.
- slope_temp dist ⁇ ⁇ 605 ⁇ ⁇ c dist ⁇ ⁇ 605 ⁇ ⁇ c + dist ⁇ ⁇ 605 ⁇ ⁇ d * slope ⁇ ⁇ 605 ⁇ ⁇ d + dist ⁇ ⁇ 605 ⁇ ⁇ d dist ⁇ ⁇ 605 ⁇ ⁇ c + dist ⁇ ⁇ 605 ⁇ ⁇ d * slope ⁇ ⁇ 605 ⁇ ⁇ c
- the temporary line may be drawn using the calculated slope and length.
- the elevation points on the other side of the flood elevation line may then be searched for an elevation point approximately the same as the initial elevation point 609 a .
- the flood elevation line 605 f from the initial elevation point 609 a to the determined elevation point 609 b may then replace the temporary line.
- the flood elevation line 605 f may be assigned an elevation approximately equal to the average of the initial elevation point 609 a and the determined elevation point 609 b.
- the placement of new BFE lines may be based on a general slope (e.g., based on hydraulic principles) between upstream BFEs, downstream BFEs, and the elevation data. For example:
- the placement of new 500 year water elevation line features may be based on a general slope (e.g., based on hydraulic principles) between the known upstream and downstream water surface elevation locations and the elevation data. For example:
- the 100 year flood profile slope may be used (e.g., see FIG. 37 ).
- Example elevation profiles (e.g., from FEMA studies) among different flood frequencies may be presented to show how the water surface may be extrapolated between two known points.
- USGS United States Geological Survey
- gage station data may be used to chart and analyze stream discharge records, build the flood frequency versus discharge curve, build the discharge versus stage curve, and derive the flood frequency versus stage relationship.
- data from gage station 801 is charted in FIG. 8 b .
- Flood event 1 may have been an actual flood recorded at gage station 801 .
- Flood event 1 may have corresponded to a flood elevation of 124.5 ft.
- an annual probability of occurrence i.e., probability that a similar flood of similar elevation will occur in a given year
- a corresponding flood frequency i.e., probability a flood elevation will exceed the flood elevation in a given year
- This data may be used with elevation data (e.g., in flood map 800 ) in a statistical and hydrologic analysis to predict the flood elevations (e.g., 100-year and/or 500-year flood elevations) for various flood boundaries (e.g., the 100-year flood boundary 601 and/or the 500-year flood boundary.)
- This data may also be used to provide flood boundaries (e.g., the 100-year flood boundary and/or 500-year flood boundary).
- discharge rates could be determined to assist in the hydrologic and hydraulic analysis.
- other data e.g., downstream flood zone boundaries
- model data e.g., FEMA HAZUS-MH (Hazards US Multi-Hazards, Watershed Information System (WISE), Hydrologic Engineering Center River Analysis System (HEC-RAS) flood model data with DEM (Digital Elevation Model)) (e.g., with a resolution of 10 m)
- DEM Digital Elevation Model
- a high resolution DEM may be used (e.g., a high resolution digital elevation map).
- FIG. 9 illustrates an embodiment of using raster images to calculate raster layers for 100-year and 500-year flood elevations.
- GIS software may use surface analysis and modeling capabilities to create extrapolated surfaces based on attribute values at points and flood elevation lines.
- these raster layers may be used to determine flood elevations for points on the flood frequency versus flood elevation curve.
- the flood elevation lines and associated flood elevation values may be used as input for a surface model (such as a TIN surface) to create a raster surface 901 for 100-year flood elevations.
- a surface model such as a TIN surface
- the 100-year flood boundaries may be overlaid on top of the digital elevation data (e.g., overlaid on the digital elevation map), and points on the 100-year flood boundary lines (e.g., the point elevations) from the digital elevation data may be used as inputs for the surface model to create the raster surface 901 for the 100-year flood elevations.
- points on the 100-year flood boundary lines may be connected to form the raster surface 901 .
- Other raster surfaces are also contemplated.
- USGS gage data may be used along with an HH study or USGS national flood frequency curves (NFF) to obtain 100-year flood elevations at a location or area.
- NNF USGS national flood frequency curves
- This data may be combined with known 100-year flood elevations (e.g., downstream or upstream) and used as input for the surface model to create the raster surface 901 for 100-year flood elevations.
- the 500-year flood boundaries may be overlaid on top of the digital elevation data and the elevations of the points along the 500-year flood boundary lines may be used as input for a surface model to create the raster surface 901 for 500-year flood elevations.
- USGS gage data may be used with hydrologic analysis or USGS national flood frequency curves (NFF) to obtain 500-year flood elevation at areas to combine with known 500-year flood elevations (e.g., downstream or upstream) as input for a surface model to create the raster surface 901 for 500-year flood elevations.
- NPF USGS national flood frequency curves
- these raster surfaces may be queried to determine sets of flood elevations versus flood frequencies for a property point (e.g., an address). These sets may be used in the distribution to determine the curve for the flood frequency versus flood elevation for the property point.
- a property point e.g., an address
- these flood elevations may be used to interpolate/extrapolate at least two flood frequency/flood elevation points for the distribution. Several methods of interpolating/extrapolating these points are described herein.
- FIG. 10 illustrates an embodiment of a map 1000 for extending new flood elevation lines using existing flood elevation lines (e.g., BFEs).
- flood elevation lines 1005 e.g., flood elevation line 1005 a (a BFE) on 100-year flood boundary 1001 around centerline 1007
- the intersection 1033 a of the extended flood elevation line may be buffered (e.g., buffer 1021 a 10 ft on either side of the intersection point 1033 a for a DEM map (e.g., with a resolution of 10 m)) upstream and downstream at the 500-year flood boundary 1003 .
- the elevation points between the buffered points 1023 a and 1023 b may be compared with the elevation points between the buffered points 1023 c and 1023 d (resulting from a buffer around intersection point 1033 b ).
- an elevation point at each end may be selected as the endpoints of the extended flood elevation line 1006 a at the 500-year flood boundary 1003 .
- the average of the selected elevation points may be assigned to the new flood elevation line 1006 .
- the buffer amount may be based on the resolution of the digital elevation map. In some embodiments, buffers may not be used and the new flood elevation line 1006 may be assigned an average approximately equal to the two intersection points 1033 a,b.
- FIG. 11 illustrates an embodiment of forming a flood elevation line using a flood source line feature (e.g., a centerline).
- flood elevation line 1105 a may be drawn substantially perpendicular to the centerline 1007 (i.e., at a right angle 1131 to the centerline 1007 at a point on the centerline 1007 ).
- the intersections 1133 a,b of the drawn flood elevation line 1105 a may be buffered in a similar manner as described above with respect to FIG.
- the ends of flood elevation line 1105 a may not be buffered (e.g., the elevations at the intersections 1133 a,b may be used as the endpoints of the flood elevation line 1105 a without adjustment (the flood elevation line 1105 a may be assigned a value approximately equal to the average of the two intersected points 1133 a,b )).
- the flood elevation line may be intersected with flood boundaries (e.g., the 100 year and/or 500 year flood boundaries).
- the elevation (e.g., from a DEM reading) of the intersection points may be used to move the endpoints on the opposite side of the centerline to points of similar elevation (e.g., points collinear with the flood elevation line).
- the flood elevation line may then be provided with endpoints of matching elevation.
- moving an endpoint may include moving a digital point on a digital map (e.g., a digital flood map or digital elevation map).
- FIG. 12 illustrates an embodiment of a map for forming flood elevation lines using pre-established flood elevation lines.
- a user may choose points 1223 a and 1223 b on either side of centerline 1007 to form flood elevation line 1206 a .
- the user may carefully choose these points (e.g., guided by elevations and/or other map details) to define an accurate flood elevation line 1206 a .
- a computer may determine these points.
- a flood elevation line 1206 b may be similarly defined (e.g., by selecting points 1223 e,f ).
- additional flood elevation lines may be formed between them using the slope and/or lengths of the flood elevation lines 1206 a,b and the elevation values corresponding to the 500-year flood boundary 1003 (or other flood boundary such as the 100-year flood boundary 1001 ).
- Points e.g., points 1223 c,d
- Slopes and/or lengths of the missing flood elevation lines between the pre-established flood elevation lines 1206 a,b may be estimated using the slopes and/or lengths of the pre-established flood elevation lines 1206 a,b (e.g., by weighting an average of the slopes and/or lengths of the pre-established flood elevation lines 1206 a,b according to, for example, a distance of the flood elevation line to be drawn from the pre-established flood elevation lines 1206 a,b .)
- flood elevation lines closer to flood elevation line 1206 a may have a slope similar to slope 1233 a
- flood elevation lines closer to flood elevation line 1206 b may have a slope similar to slope 1233 b .
- a corresponding location on the opposing flood boundary may be determined.
- a point 1223 g of similar elevation as the initial point e.g., initial point 1223 c
- the closest similar elevation point may be used.
- a flood elevation line e.g., flood elevation line 1206 c
- an average elevation e.g., average of the two opposing points
- the slope and length of a temporary line used to search for a matching elevation point may be determined based on a weighted average of the length and slope of flood elevation line 1206 a,b . For example, the closer the initial elevation point 1223 c is to flood elevation line 1206 a , the more a temporary line may resemble the flood elevation line 1206 a in length and slope.
- length_temp dist ⁇ ⁇ 1206 ⁇ ⁇ a dist ⁇ ⁇ 1206 ⁇ ⁇ a + dist ⁇ ⁇ 1206 ⁇ ⁇ b * length ⁇ ⁇ 1206 ⁇ ⁇ b + dist ⁇ ⁇ 1206 ⁇ ⁇ b dist ⁇ ⁇ 1206 ⁇ ⁇ a + dist ⁇ ⁇ 1206 ⁇ ⁇ b * length ⁇ ⁇ 1206 ⁇ a a
- the distance between the point and the flood elevation line may equal the shortest distance between the initial elevation point 1223 c and the flood elevation line. Other distances are also contemplated.
- slope_temp dist ⁇ ⁇ 1206 ⁇ ⁇ a dist ⁇ ⁇ 1206 ⁇ ⁇ a + dist ⁇ ⁇ 1206 ⁇ ⁇ b * slope ⁇ ⁇ 1206 ⁇ ⁇ b + dist ⁇ ⁇ 1206 ⁇ ⁇ b dist ⁇ ⁇ 1206 ⁇ ⁇ a + dist ⁇ ⁇ 1206 ⁇ ⁇ b * slope ⁇ ⁇ 1206 ⁇ a a
- the temporary line may be drawn using the calculated slope and length.
- the elevation points on the other side of the flood elevation line may then be searched for an elevation point approximately the same as the initial elevation point 1223 c .
- the flood elevation line 1206 c from the initial elevation point 1223 c to the determined elevation point 1223 g may then replace the temporary line.
- the flood elevation line 1206 c may be assigned an elevation approximately equal to the average of the initial elevation point 1223 c and the determined elevation point 1223 g.
- FIG. 13 illustrates an embodiment of approximating a flood elevation for a point 1341 between two flood elevation lines (e.g., BFE lines 1306 a,b ) for the 100-year flood boundaries 1001 .
- the property point 1341 may be a specific property, a geocoded point location, or a point of interest (POI).
- POI point of interest
- a substantially perpendicular line 1306 c may be formed, on the digital elevation map, between the property point 1341 and a flood source line feature (e.g., centerline 1007 ) of a flood source in a same catchment area as the property point 1341 .
- a flood source line feature e.g., centerline 1007
- distances 1351 a,b may be calculated between the BFEs 1306 a,b and the substantially perpendicular line 1306 c .
- distances 1351 a,b may be calculated between the BFEs 1306 a,b and the point 1341 (e.g., a shortest distance between the point 1341 and the BFE or a distance along a line on a right angle to the BFE and through the point 1341 ).
- an elevation between the two BFEs 1306 a,b may be extrapolated for the point 1341 .
- BFE 1306 a is 200 ft
- BFE 1306 b is 210 ft
- distance 1351 a is 100 ft
- the BFE for 1341 may be calculated as follows:
- BFE dist ⁇ ⁇ 1351 ⁇ ⁇ b totaldist * BFE ⁇ ⁇ 1306 ⁇ ⁇ a + dist ⁇ ⁇ 1351 ⁇ ⁇ a totaldist * BFE ⁇ ⁇ 1306 ⁇ ⁇ b
- the BFE 1306 c may be 203.33 ft (which may be rounded to 203 ft).
- Other methods of calculating a weighted average for the BFE 1306 c for point 1341 are also contemplated.
- at least two points of flood frequency versus flood elevation for the property point may be calculated by determining the flood elevation for the point at two flood frequencies (e.g., by approximating a flood elevation for the property point between two flood elevation lines for the 100 year flood zone and two flood elevation lines for the 500 year flood zone).
- the substantially perpendicular line 1306 c may be a substantially perpendicular cross section through the property point.
- FIG. 14 illustrates an embodiment of approximating a flood elevation line for a property point 1441 between two flood elevation lines (e.g., flood elevation lines 1406 a,b ) for the 500-year flood boundaries 1003 .
- a substantially perpendicular line 1406 c may be formed, on the digital elevation map, between the property point 1441 and a flood source line feature (e.g., centerline 1007 ) of a flood source in a same catchment area as the property point 1441 .
- a flood source line feature e.g., centerline 1007
- distances 1451 a,b may be calculated between the flood elevation lines 1406 a,b and the substantially perpendicular line 1406 c .
- distances 1451 a,b may be calculated between the flood elevation lines 1406 a,b and the property point 1441 . In some embodiments, based on the distances 1451 a,b , an elevation between the two flood elevation lines 1406 a,b may be extrapolated for the property point 1441 .
- flood elevation line 1406 a (FE_ 1406 a ) is 240 ft
- flood elevation line 1406 b (FE_ 1406 b ) is 250 ft
- distance 1451 a (dist 1451 a ) is 250 ft
- the flood elevation for 1441 (FE_ 1441 ) may be calculated as follows:
- the flood elevation line 1406 c may be 248.33 ft (which may be rounded to 248 m). Other methods of calculating a weighted average For the flood elevation line 1406 c are also contemplated. In some embodiments, flood elevation line 1406 c may be formed as a substantially perpendicular line 1306 c or a substantially perpendicular cross section through the property point 1441 .
- FIG. 15 illustrates another embodiment for calculating a flood elevation line for a property point between two flood elevation lines.
- distances 1551 a and 1551 b between property point 1541 and the nearest flood elevation lines e.g., flood elevation lines 1506 a,b ).
- the property point 1541 may be a specific property, a geocoded point location, or a point of interest (POI).
- Distances 1551 a and 1551 b may be used to place a dummy point 1543 between the 100-year flood boundary flood elevation lines on the centerline 1007 . If the centerline 1007 does not exist, a dummy point may be placed between the two middle points 1577 a,b of the flood elevation lines 1506 a,b .
- Distances 1551 a,b may be the shortest distance between the property point 1541 and the nearest point on the flood elevation lines 1506 a,b or a distance along a line on a right angle to the flood elevation lines 1506 a,b and through the property point 1541 .
- a ratio of the relative distances may be used to place the dummy point 1543 .
- the 100-year flood elevation line for the dummy point 1543 may then be calculated using the nearest flood elevation lines for the 100-year flood boundary 1001 using the method as seen in FIG. 13 .
- This 100-year flood boundary flood elevation line may then be used for the property point 1541 .
- FIG. 16 illustrates an embodiment of determining a flood elevation line for a property point outside of the 500-year flood boundary 1003 .
- the nearest flood elevation lines e.g., flood elevation lines 1606 a,b
- the nearest distances 1651 a,b to each extended flood elevation line may be calculated (e.g., a shortest distance between the property point 1641 and the flood elevation line or a distance along a line on a right angle to the flood elevation line and through the property point 1641 ) and used to place a dummy point 1643 on the centerline 1007 (or between the middle points 1677 a,b of two flood elevation lines 1606 a,b ).
- the relative distances 1655 a,b may be calculated based on the distances 1651 a,b .
- the 100-year flood boundary flood elevation line for the dummy point 1643 may then be calculated using the nearest flood elevation lines for the 100-year flood boundary 1001 using the method as seen in FIG. 13 .
- This 100-year flood boundary flood elevation line may then be used for the property point 1641 .
- substantially seamless national coverage (and/or global coverage) for 100-year and 500-year flood elevation lines (and/or other flood elevation frequencies) and flood boundaries may be determined using the methods described herein.
- the flood frequency versus flood loss curve may be derived based on the computed flood frequency versus flood elevation curve, digital elevation datasets, and/or collected damage curves at a property point, a geocoded point or a point of interest (POI).
- POI point of interest
- triangulated irregular network (TIN) surfaces may be created using the determined flood elevation lines and flood zone boundaries. The TIN surfaces may then be recomputed when FEMA DFIRM datasets are updated.
- the 100-year flood elevation line and 500-year flood elevation line for the property point may be used as points on a flood frequency versus flood elevation curve. These points may also be used with a probability distribution (e.g., the Log Pearson Type III distribution, the Log Normal distribution, and/or the Extreme Value Type I distribution as described above) to calculate other points on the curve.
- the flood elevation at other flood frequencies may be determined (e.g., flood elevation at the 2 year, 10 year, 50 year, 100-year, 200 year, 500-year, and 1000 year).
- a flood frequency versus damage curve may be created. Users may enter the total value of property at the property point (e.g., commercial property) and associated property characteristics (e.g., property type). A ground elevation may be determined at the property point (e.g., using the DEM data) and the latitude/longitude of the property point. The flood depths for the property point may be calculated by subtracting the ground elevation of the property point from the flood elevations during different flood frequency floods. For example:
- flood elevation flood depth ⁇ ground elevation of the property point
- flood depth may equal the depth of the flood water above the ground at the property point (flood elevation may be the elevation of the flood water surface above sea level). If flood depths is negative, a 0 may be used.
- This data may be entered in a chart and/or plot (e.g., see FIG. 17 a ).
- a damage curve may also be determined or provided by a user (e.g., using the building type) (e.g., see FIG. 17 b ).
- the flood frequency versus flood damage curve FIG. 17 c
- this information may be used to calculate the average annual loss for the property point. For example:
- FIG. 17 d also shows a relationship between calculated loss value and flood frequency.
- FIG. 18 a illustrates an embodiment of a distribution for average annual loss
- FIG. 18 b illustrates an embodiment of a chart calculating an average annual loss.
- Sample average annual loss 1801 is shown as a line on the annual aggregate loss with a standard deviation 1803 .
- the probable maximum loss may equal the maximum associated loss for the property point due to flood (e.g., $3,345,000). This may represent the largest economic loss likely to occur for a given policy or a set of policies when a catastrophic flood event occurs. For a commercial property, this may represent an estimate of the largest loss that a building or a business in the building is likely to suffer.
- the potential premium for the property point may equal the average annual loss plus a risk load plus an expense load where the risk load may be a number representing the uncertainty of the average annual loss (e.g., risk of damage to a levee or dam, inaccuracy in the flood model, etc.).
- the expense load may equal the expenses of administering a flood insurance program and other fees.
- an adjustment rate may be calculated to adjust the average annual loss by an adjustment rate representative of other factors. For example:
- a cap may be applied to the adjustment scores. For example,
- the risk scores may be assigned as follows: if the property point is impacted by 2-10 year flood, the risk score may be 6.0 (there may be some repetitive loss associated with the property point); if the property point is impacted by 10-50 year flood, the risk score may be 5.0 (there may be some potential repetitive loss associated with the property point); if the property point is impacted by 50-100-year flood, the risk score may be 4.0; if the property point is impacted by 100-200 year flood, the risk score may be 3.0; if the property point is impacted by 200-500-year flood, the risk score may be 2.0; if the property point is impacted by 500-1000 year flood, the risk score may be 1.0; if the property point is not impacted by flood, the risk score may be 0.
- risk scores are also possible. Other risk adjustments are also contemplated. For example, if the property point could be impacted by damage to a levee, add 1.0 to the total risk score (the probability of damage to a levee could increase the overall possibility of flooding); if the property point could be impacted by damage to a dam, add 0.5 to the total risk score (the probability of damage to a dam could increase the overall possibility of flooding); if the property point could be impacted by hurricanes, add 1.0 to the total risk score; if the property point could be impacted by a landslide, add 0.5 to the total risk score; if the property point could be impacted by a tsunami, add 0.5 to the total risk score; if the property point could be impacted by flash flooding, add 0.5 to the total risk score.
- the adjustment rate may equal the risk score divided by 10. Other risk scores and divisors are also contemplated. In some embodiments, the risk scores and adjustment rates may be modifiable (e.g., by an insurance company).
- a system may be provided to perform one or more methods described herein.
- the system could be a web-based system that integrates multiple geospatial datasets, flood damage computation, and the flood risk rating.
- the system may generate a flood risk assessment report with commercial property information, including a property point address and company information.
- the report may further include the 100-year and 500-year flood determination, a FEMA flood zone map, ground elevation of the commercial building, property point values (including contents, equipment, etc.) for the commercial building, flood frequency versus flood elevation curve, flood frequency versus flood loss curve, average annual loss, probable maximum loss, flood risk rating, historical hazard events for the property point, and a reporting date.
- the report may be delivered to a client through a web service (e.g., through Extensible Mark-up Language (XML)).
- XML Extensible Mark-up Language
- FIG. 20 illustrates an embodiment of a method for calculating the average annual loss due to flooding at a property point. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired.
- At 2001 at least two points of flood frequency versus flood elevation for the property point may be calculated. These points may be derived, for example, from flood elevation lines on a flood map, from derived flood elevation lines on the flood map (e.g., derived from pre-existing flood elevation lines on the flood map), and/or gage station data near the property point.
- the Log Pearson Type III distribution, the Log Normal distribution, and/or the Extreme Value Type I distribution may be used. Other distributions may also be used.
- the first plurality of points may be used to calculate a second plurality of points (e.g., a curve) on a distribution of flood frequency versus flood damage for the property point.
- a second plurality of points e.g., a curve
- an average annual loss may be calculated for the property point based on the second plurality of points on the flood frequency versus flood damage distribution for the property point (e.g., see FIG. 18 b ).
- Calculating the average annual loss may include weighting the calculated average annual loss with a risk score determined for the property point.
- the risk score may be at least partially dependent on the flood frequency of flooding at the property point or whether the property point may be impacted by damage to a levee, damage to a dam, a hurricane, a storm surge, a landslide, a tsunami, or a flash flood.
- the risk scores may be adjustable to increase or decrease the relative effect on the annual average loss of the risk scores. The effect of the risk scores may also be capped.
- FIG. 21 illustrates an embodiment of a method for using flood elevation data to calculate a distribution for flood frequency versus flood elevation. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired.
- flood elevation data may be calculated for two points on a flood frequency versus flood elevation distribution.
- the parameters for a flood distribution curve may be determined using the flood elevation data for the two points.
- the flood distribution may be selected from the Log Pearson Type III distribution, the Log Normal distribution, or the Extreme Value Type I distribution. Other distributions may also be used.
- the flood frequency versus flood elevation curve may be displayed.
- FIG. 22 illustrates an embodiment of a method for forming a flood elevation line by aligning elevations on a flood boundary (e.g., see FIG. 7 a ). It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired.
- a flood map may be overlaid on a digital elevation map.
- the flood map and the digital elevation map may be aligned (e.g., geographically aligned).
- elevations for a plurality of points may be determined along at least two opposing lines of a flood boundary (e.g., 100-year flood boundary 601 ) on the flood map.
- a point along one line of the at least two opposing lines may be connected with a point on the opposing line.
- the points may not actually be on the opposing lines, but may be near the opposing lines.
- the two connected points may be approximately the same elevation.
- a line connecting the two points may be substantially perpendicular to the flood source line feature (e.g., centerline 607 ).
- the points may not be physically connected with a line, but may instead be connected by association with each other (e.g., in a database).
- FIG. 23 illustrates an embodiment of a method for forming a flood elevation line based on pre-existing flood elevation lines (e.g., see FIG. 12 ). It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired.
- a flood map may be overlaid on a digital elevation map.
- the flood map may have at least two pre-existing flood elevation lines (which may be BFEs) for a flood boundary.
- elevations for a plurality of points along at least two opposing lines 1003 a,b of the flood boundary and between the at least two pre-existing flood elevation lines may be determined.
- the plurality of points on a line of the flood boundary may be approximately equally spaced vertically based on the slope of the two pre-existing flood elevation lines.
- the slope may be calculated as the upstream flood elevation (corresponding to the upstream flood elevation line such as flood elevation line 1206 a ) ⁇ downstream flood elevation (corresponding to the downstream flood elevation line such as flood elevation line 1206 b )/the distance between the intersection of the upstream flood elevation line and the centerline 1007 and the intersection of the downstream flood elevation line and the centerline 1007 .
- the slope may thus provide change in elevation/distance.
- the plurality of points may thus be equally spaced (e.g., along opposing lines 1003 a,b which may or may not be present) at equal increments of slope. For example, if the slope is 100 m/2000 m, 9 points may be distributed along a flood boundary every 10 m/200 m (with an approximate 10 m change in elevation between points and the points approximately spaced 200 m apart).
- a first point 1223 c on one of the at least two opposing lines (e.g., flood boundary line 1003 a ) of the flood boundary may be selected.
- a second point 1223 g with approximately the same elevation on the opposing line may be selected.
- the second point 1223 g may include a point placed on the opposing line at 2303 .
- the first point 1223 c is the third next point (as placed at 2303 ) on one of the opposing lines
- the second point 1223 g may be the third next point (as placed in 2303 ) on the other opposing line.
- the second point 1223 g may be searched for such that a line passing through the first point 1223 c and a region of the second point 1223 g may have a slope associated with at least one of the slopes of the pre-existing flood elevation lines (e.g., the slope between the first point 1223 c and the second point 1223 g may be approximately the same slope as a pre-existing flood elevation line or may be a weighted slope (e.g., using the distance from the first point 1223 c to each of the two pre-existing flood elevation lines and the slopes of each of the two pre-existing flood elevation lines)).
- the slope between the first point 1223 c and the second point 1223 g may be approximately the same slope as a pre-existing flood elevation line or may be a weighted slope (e.g., using the distance from the first point 1223 c to each of the two pre-existing flood elevation lines and the slopes of each of the two pre-existing flood elevation lines)).
- the second point 1223 g may be searched for such that a line passing through the first point 1223 c and a region of the second point 1223 g may be substantially perpendicular to the centerline 1007 (at the point the line intersects the centerline 1007 ).
- the first point 1223 c and the second point 1223 g may be connected to form another flood elevation line 1206 c.
- FIGS. 24 a - b illustrate an embodiment of a method for forming a raster surface (e.g., see FIG. 9 ) based on flood elevations. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired.
- a digital elevation map of a region (e.g., an area to be modeled) may be provided.
- a determination may be made as to whether an area to be modeled has line features and associated flood elevation values from the 100-year flood boundary.
- the flood elevation lines and associated flood elevation values from the 100-year flood boundary may be provided as input for a surface model (such as a TIN surface) to create a raster surface.
- a surface model such as a TIN surface
- the 100-year flood boundaries may be overlaid on top of the digital elevation data (e.g., overlaid on the digital elevation map), and at 2411 , points on the 100-year flood boundary lines (e.g., the point elevations) from the digital elevation data may be used as inputs for the surface model to create the raster surface for the 100-year flood elevations.
- USGS gage data may be used along with an HH study or USGS national flood frequency curves (NFF) to obtain 100-year flood elevations at a location or area.
- NNF USGS national flood frequency curves
- this data may be combined with known 100-year flood elevations (e.g., downstream or upstream) and used as input for the surface model to create the raster surface 901 for 100-year flood elevations.
- a determination may be made as to whether the area has 500-year flood boundaries.
- the 500-year flood boundaries may be overlaid on top of the digital elevation data (e.g., overlaid on the digital elevation map), and at 2421 , points on the 500-year flood boundary lines (e.g., the point elevations) from the digital elevation data may be used as inputs for the surface model to create the raster surface for the 500-year flood elevations.
- USGS gage data may be used along with an HH study or USGS national flood frequency curves (NFF) to obtain 500-year flood elevations at a location or area.
- NNF USGS national flood frequency curves
- this data may be combined with known 500-year flood elevations (e.g., downstream or upstream) and used as input for the surface model to create the raster surface 901 for 500-year flood elevations.
- FIG. 25 illustrates an embodiment of a method for forming a flood elevation line (e.g., a BFB) and/or a flood boundary based on gage station data (e.g., see FIGS. 8 a - b ).
- gage station data may be used to form one or more of these boundaries. This data may also be used to provide corresponding flood elevation lines.
- gage station data may be used to form one or more of these boundaries. This data may also be used to provide corresponding flood elevation lines.
- one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired.
- a digital elevation map of a region may be provided.
- gage station data over time for at least one gage station in the region may be provided (e.g., see gage station data in FIG. 38 b ).
- a USGS map e.g., a USGS Hydrologic Unit Code Map
- the gage stations assigned to that hydraulic unit code may then be used.
- a curve for flood frequency versus flood elevation may be determined for the region using the gage station data and the digital elevation map. For example, a statistical and hydrologic analysis may be applied to data from the indicated gage station(s). (As another example, see FIG. 38 b and accompanying description above).
- At 2507 , at least one flood elevation line and/or flood boundary for the region may be determined using the determined flood frequency versus flood elevation curve.
- the 100-year flood elevation line (corresponding to the determined 100 year flood elevation for a property point in the region) and/or the 500-year flood elevation line (corresponding to the determined 500 year flood elevation for the property point) may be provided for a property point by using the determined flood frequency versus flood elevation curve.
- several flood elevation lines may be used to construct the corresponding flood boundary (e.g., by connecting the adjacent ends of corresponding flood elevation lines to form corresponding flood boundaries).
- FIG. 26 illustrates an embodiment of a method for forming a flood elevation line by extending a pre-existing flood elevation line (e.g., forming a 500-year flood elevation line by extending a BFE) (e.g., see FIG. 10 ). It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired.
- a flood map with a flood elevation line 1005 a for a first flood boundary 1001 may be overlaid on a digital elevation map.
- elevations for a plurality of points along a first line 1003 a and a second, opposing, line 1003 b of a second flood boundary may be determined.
- the flood elevation line 1005 a may be extended to the plurality of points along the first line 1003 a .
- the flood elevation line 1005 a may be extended along approximately the same direction as the flood elevation line (e.g., a BFE) for the first flood boundary.
- a first point may be selected approximately located on an intersection of the extended flood elevation line 1006 a and the flood boundary 1003 (e.g., comprised of a plurality of points along the first line).
- the elevation value may be taken from the digital elevation dataset at the intersection point. For example, the closer of points 1023 a or 1023 d to intersection point 1033 a may be used. In some embodiments, a point at intersection 1033 a may be used as the first point.
- a second point may be selected with an elevation approximately equal to an elevation of the first point.
- the second point may be approximately at an intersection of the extended flood elevation line 1006 a and the plurality of points along the second line 1003 b .
- the second point may be chosen to have an elevation approximately equal to the first point elevation. For example, the point (between either point 1023 c or 1023 d ) with the closest elevation to the first point may be selected as the second point.
- a flood elevation line 1006 a for the second flood boundary 1003 may be formed between the first point and the second point.
- the flood elevation line for the second flood boundary may be assigned an elevation approximately equal to an average elevation of the first point and the second point.
- FIG. 27 illustrates an embodiment of a method for forming a flood elevation line by using a centerline (e.g., see FIG. 11 ). It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired.
- a flood map with a centerline 1007 may be overlaid on a digital elevation map.
- elevations for a plurality of points along a first line 1003 a and a second, opposing, line 1003 b of a first flood boundary 1003 may be determined.
- a flood elevation line 1105 a may be formed from a starting point on the centerline 1007 to a first plurality of points along the first line 1003 a .
- the flood elevation line 1105 a may be formed substantially perpendicular to the centerline 1007 at the starting point on the centerline 1007 .
- the flood elevation line 1105 a may be extended from the starting point on the centerline 1007 to a second plurality of points along the second line 1003 b .
- the flood elevation line 1105 a may be extended substantially perpendicular to the centerline 1007 at the starting point on the centerline 1007 .
- the flood elevation line 1105 a may be substantially perpendicular to the centerline 1007 at the location where the flood elevation line 1105 a crosses the centerline 1007 .
- a first point may be selected approximately located on an intersection of the flood elevation line 1105 a and flood boundary 1003 (e.g., the plurality of points along the first line 1003 a ).
- a second point may be selected with an elevation approximately equal to an elevation of the first point.
- the second point is approximately at an intersection of the extended flood elevation line 1105 a and the second plurality of points (e.g., along second line 1003 b ).
- the flood elevation line 1105 a for the first flood boundary 1003 may be reformed between the first point and the second point.
- the flood elevation line 1105 a may be assigned an elevation approximately equal to an average elevation of the first point and the second point.
- FIG. 28 illustrates an embodiment of a method for using two perimeter flood elevation lines for forming subsequent intermediary flood elevation lines (e.g., see FIG. 12 ). It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired.
- a flood map may be overlaid on a digital elevation map.
- a first flood elevation line 1206 a and a second flood elevation line 1206 b may be selected.
- the first flood elevation line 1206 a may be an upstream flood elevation line and the second flood elevation line 1206 b may be a downstream flood elevation line.
- the first flood elevation line 1206 a and the second flood elevation line 1206 b may intersect respective flood boundaries.
- the first flood elevation line 1206 a may intersect the left flood boundary 1003 a at point 1223 a and the right flood boundary 1003 b at point 1223 b .
- the second flood elevation line 1206 b may intersect the left flood boundary 1003 a at point 1223 e and the right flood boundary 1003 b at point 1223 f.
- the first slope with respect to the left flood boundary 1003 a may be calculated.
- the slope may be calculated as the upstream flood elevation (corresponding to the upstream flood elevation line 1206 a ) ⁇ downstream flood elevation (corresponding to the downstream flood elevation line 1206 b )/the distance between point 1223 a and 1223 e (distance along the left flood boundary line 1003 a ).
- the slope may thus provide change in elevation/distance corresponding to the left flood boundary line 1003 a.
- the second slope with respect to the right flood boundary 1003 b may be calculated.
- the second slope may be calculated as the upstream flood elevation (corresponding to the upstream flood elevation line 1206 a ) ⁇ downstream flood elevation (corresponding to the downstream flood elevation line 1206 b )/the distance between point 1223 b and 1223 f (distance along the right flood boundary line 1003 b ).
- the slope may thus provide change in elevation/distance corresponding to the right flood boundary line 1003 b.
- a plurality of points may be distributed along the left flood boundary 1003 a .
- the plurality of points may be equally spaced along the left flood boundary 1003 a at equal increments of slope. For example, if the slope is 100 m/2000 m (flood elevation change/distance), 9 points may be distributed along the left flood boundary 1003 a every 10 m/200 m (with an approximate 10 m change in elevation between points and the points approximately spaced 200 m apart).
- a plurality of points may be distributed along the right flood boundary 1003 b .
- the plurality of points may be equally spaced along the right flood boundary 1003 b at equal increments of slope. For example, if the slope is 120 m/2200 m (flood elevation change/distance), 9 points may be distributed along the right flood boundary 1003 b every 12 m/220 m (with an approximate 10 m change in elevation between points and the points approximately spaced 200 m apart).
- a first point 1223 c on one of the flood boundaries (e.g., the left flood boundary 1003 a ) may be selected.
- a second point 1223 g with approximately the same elevation on the other flood boundary may be selected.
- the second point 1223 g may include a point placed on the boundary line at 2811 .
- the first point 1223 c is the third next point (as placed at 2809 ) on the left flood boundary 1003 a
- the second point 1223 g may be the third next point (as placed in 2811 ) on the other opposing line (e.g., right flood boundary 1003 b ).
- the second point 1223 g may be searched for such that a line passing through the first point 1223 c and a region of the second point 1223 g may have a slope associated with at least one of the slopes of the pre-existing flood elevation lines (e.g., the slope between the first point 1223 c and the second point 1223 g may be approximately the same slope as a pre-existing flood elevation line or may be a weighted slope (e.g., using the distance from the first point 1223 c to each of the two pre-existing flood elevation lines and the slopes of each of the two pre-existing flood elevation lines)).
- the second point 1223 g may be searched for such that a line passing through the first point 1223 c and a region of the second point 1223 g may be substantially perpendicular to the centerline 1007 .
- the first point 1223 c may be connected to the second point 1223 g to form another flood elevation line 1206 c.
- elevations for a plurality of points along at least two opposing lines of a flood boundary may be determined (the points of the plurality of points on a line of the flood boundary may be approximately equally spaced between the first and second flood elevation lines 1206 a,b (e.g., BFEs)).
- a first flood elevation line 1206 a (having a first slope) may be formed by connecting a first point 1223 a along one line of the at least two opposing lines with a second point 1223 b on the opposing line.
- the first point 1223 a and second point 1223 b may be approximately the same elevation.
- a second flood elevation line 1206 b (having a second slope) may be formed by connecting a third point 1223 e along one line of the at least two opposing lines with a fourth point 1223 f on the opposing line.
- the third point 1223 e and fourth point 1223 f may be approximately the same elevation.
- the elevations for a plurality of points along the at least two opposing lines of the flood boundary and between the first and second flood elevation lines may be determined. In some embodiments, the elevations may be displayed.
- a fifth point 1223 c may be selected on one of the at least two opposing lines.
- a sixth point 1223 g with approximately the same elevation on the opposing line may be searched for such that a line passing through the fifth point 1223 c and a region of the sixth point 1223 g may have approximately a slope (weighted_slope) equal to a sum of a weighted value of the first slope plus a weighted value of the second slope.
- the weighted values of the first slope and the second slope may depend on their proximity to the fifth point 1223 c .
- weighted_slope dist_sec ⁇ _elev dist_first ⁇ _elev + dist_sec ⁇ _elev * first_slope + dist_first ⁇ _elev dist_first ⁇ _elev + dist_sec ⁇ _elev * sec_slope
- FIG. 29 illustrates an embodiment of a method for forming a flood elevation line for a property point between two pre-existing base flood elevation lines (e.g., see FIG. 13 ).
- a flood elevation line through a property point may provide at least one point of flood frequency versus flood elevation.
- the flood elevation line through the property point may correspond to a flood frequency (e.g., a 100 year flood elevation line through the property point) and may have a flood elevation associated with the flood elevation line.
- a flood elevation line of 180 m (with each endpoint intersecting the 100 year flood boundary at the 180 m elevation) through the property point may correspond to a flood elevation of 180 m for the property point for a flood frequency of once every 100 years (0.01) for the property point.
- one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired.
- a flood map with a first flood elevation line 1306 a with a first flood elevation and a second flood elevation line 1306 b with a second flood elevation, may be overlaid on a digital elevation map.
- a property point 1341 may be provided between the first flood elevation line 1306 a and the second flood elevation line 1306 b.
- a first distance 1351 a between the property point 1341 and the first flood elevation line 1306 a may be determined.
- a second distance 1351 b between the property point 1341 and the second flood elevation line 1306 b may be determined.
- a property point flood elevation approximately equal to a weighted average of the first flood elevation (first_elev) and the second flood elevation (sec_elev) may be determined. For example, if a total distance (total_dist) approximately equals the first distance (first_dist) plus the second distance (sec_dist), the weighted average (avg) for the property point flood elevation may be determined as follows:
- FIG. 30 illustrates an embodiment of a method for forming a flood elevation line for a property point using two pre-existing flood elevation lines (e.g., see FIG. 15 ). It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired.
- a flood map may be overlaid on a digital elevation map.
- the flood map may include a first flood elevation line 1506 c and a second flood elevation line 1506 d for a first flood boundary 1001 (e.g., BFEs for a 100-year flood boundary) and a third flood elevation line 1506 a and a fourth flood elevation line 1506 b for a second flood boundary 1003 (e.g., flood elevation lines for a 500 year flood boundary).
- a property point 1541 may be provided between the third flood elevation line 1506 a and the fourth flood elevation line 1506 b.
- a first distance 1551 a between the property point 1541 and the third flood elevation line 1506 a may be determined.
- a second distance 1551 b between the property point 1541 and the fourth flood elevation line 1506 b may be determined.
- a flood elevation for the property point 1541 relative to the first flood boundary 1001 may be determined as approximately equal to a weighted average of the first flood elevation (first_elev) (e.g., of the first flood elevation line 1506 c ) and the second flood elevation (sec_elev) (e.g., of the second flood elevation line 1506 d ). For example, if a total distance (total_dist) approximately equals the first distance (first_dist) plus the second distance (seq_dist), the weighted average may be determined as follows:
- the method may further include placing a dummy point on the centerline between the first base flood elevation line and the second base flood elevation line (e.g., see FIG. 15 ).
- the dummy point may be placed such that a ratio of the distance between the dummy point and the first base flood elevation line to the distance between the dummy point and the second base flood elevation line is approximately equal to the ratio of the distance between the first distance to the second distance.
- FIG. 31 illustrates an embodiment of a method for providing a flood risk assessment for a point. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired.
- a property point may be provided.
- the property point may be geocoded (e.g., to provide an x,y coordinate for a digital elevation and/or flood map).
- At 3105 at least two flood elevation lines may be determined for the geocoded property point (e.g., a BFE for the 100-year flood boundary and a flood elevation line for the 500-year boundary).
- a flood frequency versus flood elevation curve may be determined for the geocoded point using the at least two flood elevation lines.
- a flood frequency versus damage curve may be determined.
- the user may provide flood elevation versus % damage and the value of the property point to be used with the flood frequency versus damage curve.
- this information may be used to calculate the average annual loss (e.g., see FIG. 18 b ).
- FIG. 32 illustrates an embodiment of a web-based method for providing a flood risk assessment for a point. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired.
- a property point may be entered into a web-based system (e.g., the address of a targeted portfolio may be entered into a web-based system).
- the address of the property point may be entered by a client into an (Hyper Text Markup Language) HTML page provided by the web-based system when the client accesses the web-based system using a URL (Uniform Resource Locator).
- the property point may be geocoded (e.g., an x,y coordinate (such as a latitude/longitude)) by the system (e.g., by a web server).
- an x,y coordinate such as a latitude/longitude
- a determination may be made as to whether the property point is within a 100-year flood zone, a 500-year flood zone, or neither.
- the 100-year and 500-year flood elevations may be determined.
- the flood frequency versus elevation curve may be determined at the property point.
- a plurality of points along the curve may be determined instead of actually drawing the curve.
- a flood frequency curve versus flood loss may be determined for the property point.
- the system may determine the distances to the flood zones and the differences in flood elevations of these flood zones to calculate a weighted average for the property point.
- the information may be provided to a flood hazard rating engine to determine a flood hazard rating corresponding to the information.
- the information may be used by a flood hazard rating engine to provide a flood risk assessment report.
- other information may also be used to provide the report.
- the report may include, for example, commercial property information, including a property point address and company information, the 100-year and 500-year flood elevations, a FEMA flood zone map, ground elevation of the commercial building, property point values (including contents, equipment, etc.) for the commercial building, flood frequency versus flood elevation curve, flood frequency versus flood loss curve, average annual loss, probable maximum loss, flood risk rating, historical hazard events for the property point, and a reporting date.
- the report may be provided as a downloadable file, an attachment in an email, or presented on screen for a user. Other report formats are also possible.
- available flood boundaries and/or flood elevation lines may be redefined/corrected (e.g., by aligning/redrawing the flood boundaries and/or flood elevation lines on a digital elevation map).
- endpoints of a flood elevation line feature e.g., a BFE
- a 10 m or more accurate digital elevation map e.g., see FIG. 33 .
- FIGS. 33 a - b illustrates an embodiment of a method for correcting a flood elevation line. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired.
- a flood map may be aligned with a digital elevation map.
- landmark features and/or set reference points may be aligned between the flood map and the digital elevation map (e.g., by overlaying these points on the flood map and digital elevation map).
- the flood map may have at least one flood elevation line 3351 a with two endpoints (a first endpoint 3353 a and a second endpoint 3353 b ) and at least one associated flood elevation.
- an end (e.g., the first endpoint 3353 a ) of the flood elevation line 3351 a may be aligned with an elevation point on the digital elevation map with a similar elevation as the associated flood elevation.
- the elevation may be approximately the same or may be within a predetermined buffer distance (e.g., as set by a user).
- the other endpoint (e.g., the second endpoint 3353 b ) may be moved to a point on the digital elevation map that is collinear with the flood elevation line 3351 a and that has a similar elevation as the associated flood elevation line 3351 a .
- the elevation of the moved second endpoint may be approximately the same or may be within a predetermined buffer distance (e.g., as set by a user).
- a straight line object 3355 a may be created using the second endpoint 3353 b and an adjacent point (e.g., a closest point to the second endpoint 3353 b ) in the flood elevation line 3351 a .
- the straight line object 3355 a may then be expanded or collapsed until an elevation value from the digital elevation map matches the elevation value of the first endpoint 3353 a .
- the second endpoint 3353 b may then be moved to the new location with the similar elevation value as the first endpoint 3353 a.
- several flood elevation lines for a flood frequency may be re-positioned and the corresponding flood boundary may be redrawn along the corrected endpoints of each side of the adjusted flood elevation lines.
- the corrected flood elevation lines correspond to the 100 year flood boundary
- the endpoints of the corrected flood elevation lines may be connected (on either side of the flood source line feature) to create an adjusted flood boundary corresponding to the 100 year flood zone.
- FIG. 34 illustrates an embodiment of a method for redefining at least a portion of a flood boundary. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired.
- a first Triangulated Irregular Network (TIN) elevation surface that triangulates a plurality of flood elevation line endpoints corresponding to the flood frequency may be created.
- the plurality of flood elevation lines may be pre-defined (e.g., on a flood map) or may be formed using one of the methods described herein (e.g., FIG. 33 a ) to use in adjusting a flood boundary.
- Example TIN elevation surfaces may be seen in FIG. 36 b (e.g., see TIN surfaces 3603 and 3601 ).
- the surface may be defined by connecting endpoints on either side of the flood source line feature (e.g., without necessarily triangulating all of the endpoints).
- the lines and surfaces may be actually drawn (e.g., manually and/or graphically), or may be represented by associations formed for corresponding data points (e.g., stored in a database). Other representations are also contemplated.
- a second Triangulated Irregular Network (TIN) elevation surface that triangulates a plurality of digital ground elevation points may be created.
- the second elevation surface may follow the ground surface.
- the at least a portion of the flood boundary at an intersection between the first TIN elevation surface and the second TIN elevation surface may be redefined.
- the flood boundary may be formed along the points where the first TIN elevation surface points intersect the second TIN elevation surface (e.g., where the flood elevation line endpoints match the corresponding ground elevations).
- FIGS. 35 a - b illustrate an embodiment of a method for correcting a flood boundary using a digital elevation map.
- flood elevation lines may be created partially using existing flood boundaries, water source centerlines (or flow pass), and a digital elevation map (or other DEM dataset).
- This method may be used for FEMA designated “A” zones without existing flood elevation lines (such as BFEs).
- BFEs flood elevation lines
- the method may also be used for other areas.
- one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired.
- a flood elevation line may be formed, on the digital elevation map, for flood boundary correction.
- the flood elevation line may be formed according to methods discussed above with respect to FIGS. 6-8 b , 10 - 12 , 14 , etc.). Other flood elevation line formation techniques are also contemplated.
- the flood boundary 3571 may be corrected by redefining at least a portion of the flood boundary 3571 using the formed flood elevation line (e.g., see elements 3505 - 3513 below).
- a flood source line feature (e.g., centerline 3551 ) may be created by accumulating lowest elevation points on the digital elevation map indicative of a flow path.
- river centerline elevation points e.g., from a river centerline study area dataset or a computed flow path using a DEM dataset
- Points corresponding to the lowest ground elevation points may be connected and/or associated with a flow path (e.g., the ground elevation points for the floor of a river may be lower than ground elevation points along the river bank).
- a second line 3557 a may be created that is substantially perpendicular to the flood source line feature 3551 .
- the substantially perpendicular line may be actually drawn, or an appropriate association for stored data points may be stored.
- the second substantially perpendicular line 3557 a may be intersected with a flood boundary on each side of the flood source line feature 3551 to create two intersection points (e.g., intersection points 3553 a,b ).
- a point 3555 may be determined that is collinear with the second substantially perpendicular line 3557 a on the opposite side of the flood source line feature 3551 that has substantially the same elevation as the intersected point 3553 a of the at least two intersection points closest to the flood source line feature 3551 .
- a flood elevation line 3557 b may be created by connecting the closest intersected point 3553 a and the determined collinear point 3555 .
- the line may actually be drawn or stored (e.g., recording the location and/or elevation (for example, from the DEM)).
- the flood elevation line 3557 b may have a similar elevation at both endpoints 3553 a , 3555 .
- other flood elevation lines may be determined (e.g., at a distance interval of 100 feet). Other distance intervals are also contemplated.
- a TIN surface may be created using the determined flood elevations lines (e.g., by using the endpoints of the flood elevation lines to define a TIN surface for the corresponding flood frequency).
- a TIN surface may be created for the ground surface (e.g., comprising the ground elevation points)
- the two created TIN surfaces may be intersected to create re-delineated flood boundaries (flood boundaries may occur at the intersection of the two surfaces).
- FIG. 36 illustrates an embodiment of a method for determining flood frequency versus flood elevation points using three dimensional surfaces. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired.
- a first flood-frequency elevation surface 3601 may be defined.
- the flood-frequency elevation surface 3601 may be defined by respective elevation points of a water level during a flood at the respective frequency for the flood-frequency elevation surface.
- the surface of the water during a 100 year flood may form the flood-frequency elevation surface 3601 for the 100 year flood frequency.
- the edges of the flood-frequency elevation surface 3601 may correspond to the endpoints of the associated flood elevation lines corresponding to the designated flood frequency.
- a second flood frequency elevation surface 3603 may be defined.
- a cross-section surface 3605 may be defined that passes through the property point 3607 and is substantially perpendicular to a flood source line feature (e.g., centerline 307 ).
- the cross section 3605 may geospatially, hydrologically, and hydraulically link the property point 3607 to the flood source (e.g., centerline 307 ).
- the intersection points between the cross section surface 3605 and the flood frequency elevation surfaces 3601 and 3603 may provide the flood elevations for the corresponding flood frequencies (e.g., corresponding to the intersected flood frequency elevation surface).
- two flood elevations at different flood frequencies for the property point 3607 may be derived from the flood-frequency elevation surfaces by using the elevation values at points, for example, where the first flood-frequency elevation surface 3601 and the second flood-frequency elevation surface 3603 (such as the 100 year flood elevation surface and the 500 year flood elevation surface) intersect with the cross section surface 3605 that is perpendicular to the flood source (e.g., centerline 307 ) where the property point 3607 is located.
- intersection point 3657 a (e.g., with elevation value of 198 m) between cross section 3605 and 500 year flood elevation surface 3603 may provide the elevation value at the corresponding 500 year flood frequency.
- Intersection point 3657 b (e.g., with elevation value of 184 m) between cross section 3605 and 100 year flood elevation surface 3601 may provide the elevation value at the corresponding 100 year flood frequency.
- Intersecting lines among these three surfaces may provide flood elevation line features at different flood frequencies.
- the flood frequency elevation surfaces may be generated based on elevation line features (e.g., BFEs) and a digital elevation map using a Triangulated Irregular Network method (e.g., see FIG. 34 ). Other techniques for generating the flood frequency elevation surfaces are also contemplated.
- points of flood frequency versus flood elevation for the property point may be derived from geo-referenced discrete points, on the digital elevation map, for flood frequencies corresponding to a location on the flood source in a flood water surface profile that is on a line substantially perpendicular to the flood source line feature and the property point (e.g., line 1306 c in FIG. 13 ).
- the flood water surface profile may provide flood elevation for a flood source at given distances along the flood source (e.g., as determined through an HH study).
- the flood water surface profile may be a flood profile from a FEMA Flood Insurance Study developed by HH studies. Other sources of a flood water surface profile are also contemplated.
- two flood elevations at different flood frequencies for the property point may be derived from point features or database records on the geo-referenced discrete points from the flood water surface profile.
- the discrete points on a cross-section in the flood water surface profile and the associated flood elevations may be geo-referenced and stored in a database.
- the database may also include additional discrete flood elevation points where a flood water surface meets the ground elevation of the digital elevation map. As shown in the sample flood water surface profile in FIG. 37 , multiple elevation points with different flood frequencies at each cross section location may be determined.
- the flood elevation point database may be used to derive flood elevations for the property point based on distances between two closes elevation points to a cross section at the property point (e.g., cross section indicated on the flood water surface profile for the property point).
- a collective database may be used in the flood elevation search for the property point. These points may also be used as flood elevation versus flood frequency to generate a flood elevation versus flood frequency curve for the property point.
- Embodiments of a subset or all (and portions or all) of the above may be implemented by program instructions stored in a memory medium or carrier medium and executed by a processor.
- a memory medium may include any of various types of memory devices or storage devices.
- the term “memory medium” is intended to include an installation medium, e.g., a Compact Disc Read Only Memory (CD-ROM), floppy disks, or tape device; a computer system memory or random access memory such as Dynamic Random Access Memory (DRAM), Double Data Rate Random Access Memory (DDR RAM), Static Random Access Memory (SRAM), Extended Data Out Random Access Memory (EDO RAM), Rambus Random Access Memory (RAM), etc.; or a non-volatile memory such as a magnetic media, e.g., a hard drive, or optical storage.
- DRAM Dynamic Random Access Memory
- DDR RAM Double Data Rate Random Access Memory
- SRAM Static Random Access Memory
- EEO RAM Extended Data Out Random Access Memory
- RAM Rambus Random Access Memory
- the memory medium may comprise other types of memory as well, or combinations thereof.
- the memory medium may be located in a first computer in which the programs are executed, or may be located in a second different computer that connects to the first computer over a network, such as the Internet. In the latter instance, the second computer may provide program instructions to the first computer for execution.
- the term “memory medium” may include two or more memory mediums that may reside in different locations, e.g., in different computers that are connected over a network.
- a computer system at a respective participant location may include a memory medium(s) on which one or more computer programs or software components according to one embodiment of the present invention may be stored.
- the memory medium may store one or more programs that are executable to perform the methods described herein.
- the memory medium may also store operating system software, as well as other software for operation of the computer system.
Landscapes
- Business, Economics & Management (AREA)
- Economics (AREA)
- Physics & Mathematics (AREA)
- General Business, Economics & Management (AREA)
- General Physics & Mathematics (AREA)
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
- Alarm Systems (AREA)
Abstract
In various embodiments, points from flood maps (e.g., geospatial flood risk zoning maps) may be used in generating a flood frequency versus flood elevation curve for reducing the uncertainty in the flood risk assessment. In some embodiments, geospatial flood elevation lines for flood elevation lines at different flood frequency levels may be defined based on elevation datasets where there are inconsistencies between the elevation datasets and flood maps that were generated. The flood frequency versus flood loss curve may be derived based on the computed flood frequency versus flood elevation curve, digital elevation datasets, and collected damage curve. In some embodiments, the flood risk rating may also be derived and a flood risk assessment report may be generated.
Description
- This application is a Continuation of and is based upon and claims the benefit of priority under 35 U.S.C. §120 for U.S. Ser. No. 13/051,789, filed Mar. 18, 2011, which is a Continuation of U.S. Ser. No. 11/974,911, filed Oct. 16, 2007, now U.S. Pat. No. 7,917,292, the entire contents of which is incorporated herein by reference.
- This application claims benefit of priority of U.S. Provisional Patent Application Ser. No. 60/852,379 titled “Systems and Methods for Flood Risk Assessment”, filed on Oct. 17, 2006, whose inventor is Wei Du, which is hereby incorporated by reference in its entirety as though fully and completely set forth herein.
- 1. Field of the Invention
- The present invention relates generally to risk assessment and, more specifically, to flood risk assessment.
- 2. Description of the Related Art
- Worldwide, floods may be the number one cause of losses from natural events. Flood risk may be a function of flood hazards (e.g., hurricanes and/or damage to a levee or dam), property exposure to these hazards, and the damage vulnerability of properties during a flood. Comprehensive flood risk assessment and flood loss mitigation planning may need to address these three aspects. In addition, some flood planners may consider alternatives for coping with flood hazards including land-use planning, upstream watershed treatment, flood-proofing buildings, insurance and reinsurance measures, emergency evacuation, and building levees/dams and other structures.
- In the United States, floods may account for significant property and business interruption losses affecting thousands of enterprises each year, which may cost more in property damages than other natural disasters. In 2005, the flooding from Hurricane Katrina alone caused over $40 billion in property damage, led to over 1600 deaths, and affected over 250,000 businesses according to the United States Census Bureau. Among federal, public, and private measures on flood loss mitigation, insurance and reinsurance may be a key factor in reducing the financial risk to individuals, enterprises and even whole societies. Mortgage companies, public sector (from the Federal Emergency Management Agency (FEMA) to municipalities), capital markets, insurance, and reinsurance companies may need knowledge about frequencies of floods, flood elevations, and frequencies of flood inundation losses at different property locations in order to underwrite sufficient and comprehensive policies for these properties.
- Traditionally flood risk for both residential and commercial properties may have been determined by whether the properties were inside or outside FEMA special flood hazard areas (SFHAs). Whether the property is inside or outside of an SFHA may have been the principle risk factor considered in determining whether to purchase flood insurance. Flood risks associated with properties within and beyond SFHAs may be different. In an SFHA, properties located near flood sources with lower elevations may have a higher flood risk than properties near SFHAs boundaries at a higher elevation. Repetitive loss may occur more often in properties at lower elevations because the flood frequencies at lower elevations may be much higher. Beyond the 100 yr flood zone, properties may also suffer flood damage. For example, based on FEMA records, 30% of claims were from the outside of 100 yr flood zones.
- In various embodiments, a flood frequency versus flood elevation curve for a property point may be derived using points of flood elevation for corresponding flood frequency derived from flood maps (e.g., geospatial flood risk zoning maps). The points may be statistically determined points that are verifiably discrete. The derived flood frequency versus flood elevation curves may be used to reduce the uncertainty in flood risk assessment (e.g., for insurance companies calculating policy premiums).
- In some embodiments, points may be generated using geospatial point/line/polygon/surface features (e.g., flood elevation lines) for flood elevations at different flood frequency levels. The geospatial point/line/polygon/surface features may be defined and created based on elevation datasets (e.g., digital elevation maps) and flood maps. The geospatial point/line/polygon/surface features may be created/redefined in locations where there previously were inconsistencies between the elevation datasets and the flood maps that were generated, for example, from computer models and field surveys. In some embodiments, the elevation datasets and flood maps may be digital. In some embodiments, a manual method may be used to overlay the flood map with the elevation datasets (e.g., an elevation map) and flood elevation lines may be determined and/or digitized for flood elevations (e.g., determined using hydraulic modeling). In some embodiments, a flood source line feature (e.g., a waterway centerline or a coastal line) may be used to determine flood elevation lines. In some embodiments, pre-existing flood elevation lines (e.g., base flood elevation lines) may be extended to form additional flood elevation lines (e.g., for other flood frequency boundaries). In some embodiments, slopes of new flood elevation lines may be determined based on slopes of other flood elevation lines. In various embodiments, flood elevation lines may thus be created for points between or near existing flood elevation lines.
- In various embodiments, flood elevation lines and/or flood boundaries (e.g., pre-existing or derived) may be adjusted to improve the accuracy of the derived points. For example, flood elevation lines may be adjusted on top of digital elevation maps to correlate the endpoints of the flood elevation line with points on the digital elevation map with similar elevations as the elevation associated with the flood elevation line. In some embodiments, other points on the flood elevation lines and/or other points on the flood map may be adjusted using the digital elevation map. In some embodiments, flood boundaries may also be corrected (e.g., by using the endpoints of corrected flood elevation lines).
- In some embodiments, the flood elevation lines (e.g., pre-existing and/or derived) and flood boundary lines may be used to calculate flood frequency versus flood elevation curves, flood frequency versus damage curves, and flood risk ratings. In some embodiments, these curves and flood risk ratings may be derived for a specific property, a geocoded point location, or a point of interest (POI). For example, base flood risk ratings may be derived from the computed flood frequency versus flood elevation curve. As another example, flood risk adjustments (risk load) may be made to the base flood risk rating for flood related hazards (e.g., hurricanes, landslides, tsunamis, flash flooding, damage to a levee, or damage to a dam).
- In some embodiments, a limited number of statistically and geospatially known flood elevations (such as 100-year and 500-year flood elevations) that may have been verified by detailed hydrologic and hydraulic (HH) studies may be used to predict and extrapolate unknown flood elevations by using accurate digital elevation data, hydrologic methods, and GIS (Geographic Information System) technology at any given geospatial location in a flood risk area.
- In some embodiments, FEMA's Flood Insurance Rate Maps may have 100-year flood elevation lines printed on them for some areas. In some embodiments, FEMA maps may have the 500-year flood boundary printed on them for some areas, but may not have 500-year flood elevation lines printed on them. In some embodiments, the 100-year and/or 500-year flood elevation lines may be determined or provided from other flood map sources (e.g., a FEMA Flood Insurance Study (FIS)).
- In some embodiments, a property point for analysis may be provided by a user. The property point may correspond to an address, a geocoded point, a point of interest, a building on a property, etc. In some embodiments, the property point may include the address of a targeted portfolio from a mortgage company, public sector entity (e.g., FEMA, municipalities, states, etc.), capital market entity, insurance company, or reinsurance company. The property point may be geocoded by the system. For example, an x,y coordinate (such as a latitude/longitude) may be determined for the property point. In some embodiments, the 100-year base flood elevation and the 500-year flood elevation may be determined for the property point. A determination may be made as to whether the property point is within a 100-year flood zone, a 500-year flood zone, or neither. If the property point is within the 100-year flood zone and/or the 500-year flood zone, the 100-year and 500-year flood elevation lines for the property point may be determined. If the 100-year base flood elevation lines exist near the property point, the 100-year base flood elevation for the point may be interpolated from the existing 100-year base flood elevation lines (e.g., from two adjacent 100-year base flood elevation lines). If the 100-year base flood elevation lines are not provided near the point, the 100-year base flood elevation lines may be created near the point and the 100-year base flood elevation line for the point may be interpolated. If the 500-year flood elevation lines exist near the property point, the 500-year flood elevation for the point may be interpolated from the existing 500-year flood elevation lines. If the 500-year flood elevation lines are not provided near the point, the 500-year flood elevation lines may be created near the point and the 500-year flood elevation line for the point may be interpolated. If the property point is outside the 100-year and 500-year flood elevation lines, the 100-year and 500-year flood elevation lines may be determined for the point using various methods.
- The flood frequency versus elevation curve may then be determined at the property point. Using the 100-year and 500-year flood elevation points, a distribution may be calculated which may provide the flood elevations at other flood frequencies (e.g., 10 year, 50 year, 1000 year, etc.). A flood frequency curve versus flood loss may be determined for the property point using the flood frequency versus elevation curve and additional data (e.g., provided by the user about the property point). The information may be used to provide a flood risk assessment report to the user.
- A better understanding of the present invention may be obtained when the following detailed description is considered in conjunction with the following drawings, in which:
-
FIG. 1 illustrates an embodiment of a wide area network (“WAN”). -
FIG. 2 illustrates an embodiment of computer system that may be suitable for implementing various embodiments of a system and method for flood risk assessment. -
FIG. 3 illustrates an embodiment of an example flood map. -
FIGS. 4 a-b illustrate embodiments of a plot for a flood elevation point on the example map. -
FIG. 4 c illustrates an embodiment of a flood elevation versus flood return period for a property point. -
FIG. 5 illustrate an embodiment of a method for providing a flood risk assessment for a property point. -
FIG. 6 illustrates an embodiment of a method for interpolating/extrapolating flood elevations for a property point. -
FIG. 7 a illustrates a digital elevation base map with a river centerline and a 100-year flood boundary with flood elevation lines and elevation labels. -
FIG. 7 b illustrates an embodiment of a map used to determine missing flood elevation lines between pre-existing flood elevation lines. -
FIGS. 8 a-b illustrate an embodiment of a map and chart used to determine missing flood elevation lines using gage station data. -
FIG. 9 illustrates an embodiment of using raster images to calculate raster surfaces for 100-year and 500-year flood elevations by Triangulated Irregular Network (TIN) methods using flood elevation line features. -
FIG. 10 illustrates an embodiment of extending flood elevation lines using existing flood elevation lines. -
FIG. 11 illustrates an embodiment of forming a flood elevation line using a flood source line feature. -
FIG. 12 illustrates an embodiment of forming flood elevation lines using two pre-established flood elevation lines. -
FIG. 13 illustrates an embodiment of approximating a flood elevation line for a point between two flood elevation lines for 100-year flood boundaries. -
FIG. 14 illustrates an embodiment of approximating a flood elevation line for a point between two flood elevation lines for the 500-year flood boundaries. -
FIG. 15 illustrates another embodiment for calculating a flood elevation line for a point between two flood elevation lines. -
FIG. 16 illustrates an embodiment of determining a flood elevation line for a point outside of the 500-year flood boundary. -
FIGS. 17 a-d illustrate various flood data charts used in calculating a flood frequency versus damage curve, according to an embodiment. -
FIG. 18 a illustrates an embodiment of a distribution for average annual loss. -
FIG. 18 b illustrates an embodiment of a chart calculating an average annual loss. -
FIG. 19 illustrates a chart of risk scores, according to an embodiment. -
FIG. 20 illustrates an embodiment of a method for calculating the average annual loss due to flooding at a property point. -
FIG. 21 illustrates an embodiment of a method for using flood elevation data to calculate a distribution for flood frequency versus flood elevation. -
FIG. 22 illustrates an embodiment of a method for forming a flood elevation line by aligning elevations on a flood boundary. -
FIG. 23 illustrates an embodiment of a method for forming a flood elevation line based on a pre-existing flood elevation lines. -
FIG. 24 a-b illustrate an embodiment of a method for forming a raster surface based on flood elevations. -
FIG. 25 illustrates an embodiment of a method for forming a flood elevation line based on gage station data. -
FIG. 26 illustrates an embodiment of a method for forming a flood elevation line by extending a pre-existing elevation line. -
FIG. 27 illustrates an embodiment of a method for forming a base flood elevation line by using a centerline. -
FIG. 28 illustrates an embodiment of a method for using two perimeter flood elevation lines for forming subsequent intermediary flood elevation lines. -
FIG. 29 illustrates an embodiment of a method for forming a flood elevation line for a point between two pre-existing flood elevation lines. -
FIG. 30 illustrates an embodiment of a method for forming a flood elevation line for a point using two pre-existing flood elevation lines. -
FIG. 31 illustrates an embodiment of a method for providing a flood risk assessment for a point. -
FIG. 32 illustrates an embodiment of a web-based method for providing a flood risk assessment for a point. -
FIGS. 33 a-b illustrate an embodiment of a method for correcting a flood elevation line. -
FIG. 34 illustrates an embodiment of a method for redefining at least a portion of a flood boundary. -
FIGS. 35 a-b illustrate an embodiment of a method for correcting a flood boundary using a digital elevation map. -
FIGS. 36 a-b illustrate an embodiment of a method for determining flood frequency versus flood elevation points using three dimensional surfaces. -
FIG. 37 illustrates an embodiment of a flood water surface profile. -
FIG. 38 a illustrates an embodiment of a plot of N-segment discrete hydrological data series. -
FIG. 38 b illustrates an embodiment of sorted gage station data for use in determining the N-segment discrete hydrological data series. - While the invention is susceptible to various modifications and alternative forms, specific embodiments thereof are shown by way of example in the drawings and will herein be described in detail. It should be understood, however, that the drawings and detailed description thereto are not intended to limit the invention to the particular form disclosed, but on the contrary, the intention is to cover all modifications, equivalents, and alternatives falling within the spirit and scope of the present invention as defined by the appended claims. Note, the headings are for organizational purposes only and are not meant to be used to limit or interpret the description or claims. Furthermore, note that the word “may” is used throughout this application in a permissive sense (i.e., having the potential to, being able to), not a mandatory sense (i.e., must). The term “include”, and derivations thereof, mean “including, but not limited to”. The term “coupled” means “directly or indirectly connected”.
- In various embodiments, a flood frequency versus flood elevation (flood depth) curve may be computed for a property point (e.g., a geocoded point location defined using geospatial coordinates, such as a latitude and a longitude, a georeferenced point (e.g., referenced to a coordinate system), an address, a building at an address, or other points of interest (POI)) in a flood risk area. In some embodiments, the flood frequency versus flood elevation curves may be determined for several property points in a portfolio. While FEMA is suggested as a possible source of flood maps herein, it is to be understood that the methods described herein may be used for property points worldwide (e.g., not constrained to the United States). For example, other flood map sources may be used to assist in analyzing property points located outside the United States. The flood frequency may refer to a flood level that has a specified percent chance of being equaled or exceeded in a given year. For example, a 100-year flood may occur on average once every 100 years and thus may have a 1-percent chance of occurring in a given year. In some embodiments, the flood frequency may be in decimal format (e.g., 0.01 for the 100 year flood (0.01= 1/100 years) or a maximum flood event occurring statistically once every 100 years, 0.002 for the 500 year flood (0.002= 1/500 years) or a maximum flood event occurring statistically once every 500 years). In some embodiments, exceedance probability may be used instead of or in addition to flood frequency. Exceedance probability may refer to a probability of a value exceeding a specified magnitude in a given time period. For example, the data on a flood frequency curve may also be plotted as an exceedance probability curve. Other flood frequencies and flood frequency formats are also contemplated. Flood elevation may indicate an elevation of the surface of flood waters during the corresponding flood event. For example, if the flood water surface rises to an elevation of 180 m (e.g., above sea level) at a property point during a flood event occurring statistically once every 100 years, the 100 year flood elevation for the property point may be 180 m. Other flood elevation formats are also contemplated (e.g., the flood elevation may be represented as a flood depth of the flood waters above the ground surface (e.g., 10 feet above the ground surface), etc.).
- Initial flood datasets may be provided by several sources. For example, datasets may be provided from flood maps such as digital flood zoning maps (for example, Digital Flood Insurance Rate Maps (DFIRM) (e.g., from the Federal Emergency Management Agency (FEMA)). Flood maps may include flood risk zoning maps adopted by communities that participate in the National Flood Insurance Program. Other flood maps are also contemplated. Flood maps may be stored in geospatial databases. Other sources of initial flood map datasets are also contemplated (e.g., datasets may originate from flood elevation lines or from flood elevation raster images). Additional data may be derived from 1-10 m Digital Elevation datasets (“1-10 m” may indicate a resolution of the maps), USGS (United States Geological Survey) gage station records, and flood source features from USGS National Hydrologic Datasets. Other resolution (e.g., higher resolution) digital elevation datasets are also contemplated. These initial datasets may only provide a single point at a flood frequency versus flood elevation curve for a given geographic location (e.g., a given property point) in a flood risk area (e.g., the 100-year base flood elevation). For example, these datasets may provide the flood elevation line for a 100-year (and/or 500-year) flood (100-year and 500-year refer to flood frequency) for a set of points. In some embodiments, the flood frequency versus flood elevation curve may be computed for geospatial points (e.g., property points) based on, for example, two statistically determined discrete points (such as 100-year and 500-year flood elevations) derived from a flood map (e.g., a digital flood risk boundary map), flood elevation lines for flood elevations, and digital elevation data. In some embodiments, the two points may not be statistically determined discrete points. Based on these determined points, flood frequency versus damage curves may be calculated to assist in flood risk assessment (e.g., to assist in insurance premium determinations for a property point). In some embodiments, prior to calculating the two points, missing data (e.g., missing flood elevation lines and/or flood boundaries) may be computed (e.g., using the methods described herein). In some embodiments, existing or derived flood elevation lines and/or flood boundaries may also be corrected (e.g., using the methods described herein).
-
FIG. 1 illustrates an embodiment of aWAN 102 and aLAN 104.WAN 102 may be a network that spans a relatively large geographical area. The Internet is an example of aWAN 102.WAN 102 typically includes a plurality of computer systems that may be interconnected through one or more networks. Although one particular configuration is shown inFIG. 1 ,WAN 102 may include a variety of heterogeneous computer systems and networks that may be interconnected in a variety of ways and that may run a variety of software applications. - One or
more LANs 104 may be coupled toWAN 102,LAN 104 may be a network that spans a relatively small area. Typically,LAN 104 may be confined to a single building or group of buildings. Each node (i.e., individual computer system or device) onLAN 104 may have its own CPU with which it may execute programs. Each node may also be able to access data and devices anywhere onLAN 104.LAN 104, thus, may allow many users to share devices (e.g., printers) and data stored on file servers.LAN 104 may be characterized by a variety of types of topology (i.e., the geometric arrangement of devices on the network), of protocols (i.e., the rules and encoding specifications for sending data, and whether the network uses a peer-to-peer or client/server architecture), and of media (e.g., twisted-pair wire, coaxial cables, fiber optic cables, and/or radio waves). - Each
LAN 104 may include a plurality of interconnected computer systems and optionally one or more other devices. For example,LAN 104 may include one ormore workstations 110 a, one or morepersonal computers 112 a, one or more laptop ornotebook computer systems 114, one or moreserver computer systems 116, and one ormore network printers 118. As illustrated inFIG. 1 , anexample LAN 104 may include one of eachcomputer systems printer 118.LAN 104 may be coupled to other computer systems and/or other devices and/or other LANs throughWAN 102. - One or more
mainframe computer systems 120 may be coupled toWAN 102. As shown,mainframe 120 may be coupled to a storage device orfile server 124 andmainframe terminals Mainframe terminals file server 124 coupled to or included inmainframe computer system 120. -
WAN 102 may also include computer systems connected toWAN 102 individually and not throughLAN 104. For example,workstation 110 b andpersonal computer 112 b may be connected toWAN 102. For example,WAN 102 may include computer systems that may be geographically remote and connected to each other through the Internet. -
FIG. 2 illustrates an embodiment ofcomputer system 250 that may be suitable for implementing various embodiments of a system and method for flood risk assessment. Eachcomputer system 250 typically includes components such as CPU 252 with an associated memory medium such as CD-ROMs 260. The memory medium may store program instructions for computer programs. The program instructions may be executable by CPU 252.Computer system 250 may further include a display device such as monitor 254, an alphanumeric input device such as keyboard 256, and a directional input device such as mouse 258.Computer system 250 may be operable to execute the computer programs to implement computer-implemented systems and methods for flood risk assessment. -
Computer system 250 may include a memory medium on which computer programs according to various embodiments may be stored. The term “memory medium” is intended to include an installation medium, e.g., floppy disks or CD-ROMs 260, a computer system memory such as DRAM, SRAM, EDO RAM, Rambus RAM, etc., or a non-volatile memory such as a magnetic media, e.g., a hard drive or optical storage. The memory medium may also include other types of memory or combinations thereof. In addition, the memory medium may be located in a first computer, which executes the programs or may be located in a second different computer, which connects to the first computer over a network. In the latter instance, the second computer may provide the program instructions to the first computer for execution.Computer system 250 may take various forms such as a personal computer system, mainframe computer system, workstation, network appliance, Internet appliance, personal digital assistant (“PDA”), television system or other device. In general, the term “computer system” may refer to any device having a processor that executes instructions from a memory medium. - The memory medium may store a software program or programs operable to implement a method for flood risk assessment. The software program(s) may be implemented in various ways, including, but not limited to, procedure-based techniques, component-based techniques, and/or object-oriented techniques, among others. For example, the software programs may be implemented using ActiveX controls, C++ objects, JavaBeans, Microsoft Foundation Classes (“MFC”), browser-based applications (e.g., Java applets), traditional programs, or other technologies or methodologies, as desired. A CPU such as host CPU 252 executing code and data from the memory medium may include a means for creating and executing the software program or programs according to the embodiments described herein.
- Various embodiments may also include receiving or storing instructions and/or data implemented in accordance with the foregoing description upon a carrier medium. Suitable carrier media may include storage media or memory media such as magnetic or optical media, e.g., disk or CD-ROM, as well as signals such as electrical, electromagnetic, or digital signals, may be conveyed via a communication medium such as a network and/or a wireless link.
-
FIGS. 3 , 4 a, and 4 b illustrate an embodiment of an example flood map and plotted curves of a flood elevation versus flood frequency points on the example flood map. As seen inFIG. 3 , flood elevation lines 305 (e.g., base flood elevation (BFE)line 305 a) may be provided for a position (e.g.,position 309 a corresponding to a property point) on the 100-year flood boundary 301 from a flood source line feature (for example, a waterway centerline 307 (e.g., a river centerline)). For example,plot point 311 a (seeFIGS. 4 a-b) may represent the flood elevation forposition 309 a for the 0.01 flood frequency (100-year flood frequency). To build a curve for flood frequency versus flood elevation for a position (e.g.,position 309 a), asecond point 311 b (e.g., for the 0.002 flood frequency (at the 500-year flood boundary 303)) on thecurve 313 may be needed (several embodiments for determining thefirst point 311 a and/orsecond point 311 b are described herein). For example, ifsecond point 311 b is known or calculated, thecurve 313 for flood frequency versus flood elevation may be calculated, using a curve fitting algorithm, forposition 309 a that may show other flood frequency versus flood elevations forposition 309 a (several embodiments for calculating thecurve 313 are also described herein).FIG. 4 b also shows other points on the flood frequency versus flood elevation curve 313 (with modified axis to show additional flood frequencies versus flood elevations). - As defined by the National Flood Insurance Program (NFIP), base flood elevationIBFE) is “the elevation shown on the Flood Insurance Rate Map for Zones AE, AH, A1-A30 . . . V1-V30 and VE that indicates the water surface elevation resulting from a flood that has a one percent chance of equaling or exceeding that level in any given year.” The BFE is the elevation of the water projected to occur in association with the base flood, which by definition is a “flood having a one percent chance of being equaled or exceeded in any given year” see 44 C.F.R. 59.1. As used herein “flood elevations” and “flood elevation lines” are used to refer to the elevation of floods and lines representing these elevations for various flood frequencies (e.g., 500-year flood). “Flood elevation line” for the 100-year flood frequency may be used interchangeably with the term “BFE”.
-
FIG. 5 illustrate an embodiment of a method for providing a flood elevation and flood risk assessment for a property point. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired. - At 501, a property point may be provided by a user (e.g., the address of a targeted portfolio from a mortgage company, public sector entity (e.g., FEMA, municipalities, states, etc.), capital market entity, insurance company, or reinsurance company).
- At 503, the property point may be geocoded (e.g., an x,y coordinate (such as a latitude/longitude) may be determined by the system).
- At 505, a substantially perpendicular line may be formed on a digital elevation map, between the property point and a flood source line feature of a flood source in a same catchment area as the property. The substantially perpendicular line may be used to associate the property point with the flood source line feature and one or more flood boundaries. The perpendicular line may also be formed as a cross section through the property point (e.g., in three dimensional space). Other uses of the perpendicular line/cross section are also contemplated.
- At 507, at least two points of flood frequency versus flood elevation for the property point may be calculated using a flood map and a digital elevation map. As described herein, calculating the at least two points may include statistically determining the at least two flood frequency versus flood elevation points. For example, the 100-year flood elevation and the 500-year flood elevations may be determined for the property point (e.g., according to flood elevation lines, corresponding to flood frequency boundaries, crossing through the property point). In some embodiments, other flood elevations may be determined for the property point in addition to or instead of the 100-year base flood elevation and the 500-year flood elevation. Flood maps may include maps of flood zones (defined by flood boundaries) and a plurality of pre-existing flood elevation lines. For example, FEMA Flood Insurance Rate Maps may have 100-year flood elevation lines printed on them for some areas. In some embodiments, FEMA maps may have the 500-year flood boundary printed on them for some areas, but may not have 500-year flood elevation lines printed on them. In some embodiments, the 100-year and/or 500-year flood elevation lines may be determined or provided from other flood map sources (e.g., a FEMA Flood Insurance Study (FIS)). Digital elevation maps may include digital elevation models and/or digital elevation datasets. Other maps and datasets may also be used for elevation.
- In some embodiments, the 100-year and 500-year flood elevations/flood elevation lines for a region (e.g., a state or the nation) may be determined using, for example, the process designated in
FIG. 6 prior to receiving the property point request. These predetermined flood elevations may be stored in 100-year and 500-year flood elevation layers. These layers may then be queried after the property point request is received. In some embodiments, the 100-year and 500-year flood elevations may be determined during runtime (e.g., after the property point request is received) using the process designated, for example, inFIG. 6 . Determining the 100-year and 500-year flood elevation lines may be automated or may be manual. Again, while several examples are provided using the 100-year and 500-year flood elevations, it is to be understood that other flood elevations may be used instead. Other methods are also contemplated and described herein. For example, at least two points of flood frequency versus flood elevation for the property point may be determined at the intersection of a cross section, through the property point, and flood frequency surfaces (e.g., the 100 year flood surface and the 500 year flood surface) (e.g., seeFIGS. 36 a-b). As another example, corresponding flood elevations for flood frequencies may be determined at an intersection of a line (through the property point and substantially perpendicular to a flood source line feature) and the corresponding flood boundaries (e.g., seeFIGS. 13-14 ). As yet another example, the at least two points of flood frequency versus flood elevation for the property point may be calculated using cross section data on a flood profile (e.g., seeFIG. 37 ). Other method are also contemplated. - At 509, a relationship between flood frequency and flood elevation for the property point may be defined using the at least two points. For example, a flood frequency versus flood elevation curve may be determined at the property point. Using the 100-year and 500-year flood elevation points, a distribution may be calculated. The distribution may provide the flood elevation at other flood frequencies (e.g., 10 year, 50 year, 1000 year, etc.). For example, the distribution may be a logarithmic relationship (e.g., see
FIG. 4 c). One logarithmic relationship that may be used is: -
Flood Elevation=a Log(flood return period)+b - where flood return period=1/flood frequency and where a and b are defined by solving the equation for the at least two calculated points of flood frequency versus flood elevation. To develop this linear relationship (e.g., see
FIG. 4 c), several data sets for different areas were analyzed. Other logarithmic relationships are also contemplated (e.g. see below). - At 511, at least one flood elevation at a flood frequency different from the flood frequency of one of the at least two points for the property point may be predicted using the defined relationship. For example, if the relationship is represented as a curve, a flood elevation at a corresponding flood frequency may be determined from the curve. If the relationship is defined as an equation, a flood elevation for a corresponding flood frequency may be determined using the defined equation. Other relationships are also contemplated.
- At 513, a flood frequency versus flood damage distribution may be calculated for the property point using the flood frequency versus flood elevation curve and a flood damage versus flood elevation relationship (e.g., a vulnerability curve provided by the user). Additional data may also be used (e.g., provided by the user about the property point).
- At 515, an average annual loss for the property point may be calculated using the distribution of flood frequency versus flood damage (e.g., by interpolation). In some embodiments, information may be used to provide a flood risk assessment report to the user. In some embodiments, a flood elevation versus percent damage relationship may be defined (e.g., using one or more flood studies for the property area) and the average annual loss for the property point may be determined using the flood elevation versus percent damage relationship.
- As seen in
FIG. 6 , at 551, a determination may be made as to whether the property point is within a 100-year flood zone, a 500-year flood zone, or neither. Other flood frequency flood zones may also be used. If the property point is within the 100-year flood zone and/or the 500-year flood zone, the 100-year and 500-year flood elevations for the property point may be determined. Other flood elevations are also contemplated. At 553, a determination may be made whether the 100-year base flood elevation lines exist near the property point. At 555, if the 100-year base flood elevation lines exist near the property point, the 100-year base flood elevation for the point may be interpolated from the existing 100-year base flood elevation lines (e.g., secFIG. 13 ). At 557, if the 100-year base flood elevation lines are not provided near the point, the 100-year base flood elevation lines may be created near the point (e.g., seeFIGS. 7 a-8 b, and 11-12) and the 100-year base flood elevation for the point may be interpolated. At 559, a determination may be made whether the 500-year flood elevation lines exist near the property point. At 561, if the 500-year flood elevation lines exist near the property point, the 500-year flood elevation for the point may be interpolated from the existing 500-year flood elevation lines (e.g., seeFIG. 14 ). At 563, if the 500-year flood elevation lines are not provided near the point, the 500-year flood elevation lines may be created near the point (e.g., seeFIGS. 10-12 ) and the 500-year flood elevation for the point may be interpolated. At 565, if the property point is outside the 100-year and 500-year flood elevation lines, the 100-year and 500-year flood elevations may be determined for the point using various methods such as extrapolation/interpolation (e.g., seeFIG. 16 ) and/or using the nearest 100-year/500-year flood elevation lines. In some embodiments, the 100-year and 500-year flood elevation lines may be determined for an area (e.g., a nationwide area) at one time. The 100-year and 500-year flood elevations may then be interpolated for the property points as needed. In some embodiments, existing or derived flood elevation lines and/or flood boundaries may also be corrected (e.g., seeFIGS. 33-36 ). - Referring back to
FIG. 3 , in some embodiments, different probability distributions may be used to calculate thecurve 313 with two ormore points -
Flood Elevation=a Log(flood return period)+b - In this relationship “a” may be the slope and “b” may be a constant that may be determined by solving the relationship with two flood elevation/flood frequency point pairs. In some embodiments, for a 100 year flood frequency point and a 500 year flood frequency, the relationship may be:
-
Flood Elevation=1.431*(Elev500−Elev100)*Log(flood return period)+3.862*(Elev100)−2.862*Elev500 - where Elev100 is the flood elevation at flood frequency of 0.01 (the 100 year flood) and Elev500 is the flood elevation at the 0.002 flood frequency (500 year flood). The relationship may provide a flood elevation for a given flood frequency at the property point. The relationship may account for hydrologic, hydraulic, and statistical characteristics of flood elevation versus flood frequency. In some embodiments, the cross section through the property point (and perpendicular to the flood source line feature) may associate the property point with the flood source based on characteristics of watershed, elevation, and/or flow direction.
- In some embodiments, the
curve 313 may be calculated using the Log Pearson Type III distribution. The Log Pearson Type III distribution may include two parameters (a scale parameter and a shape parameter) and an initial hydrologic condition factor (such as initial discharge or a reference elevation). The Log Pearson Type III distribution may be calculated as follows: -
- where λ is a scale parameter and β is a shape parameter. The scale and shape parameters may be determined using the two
points - In some embodiments, the Lognormal Distribution may be used to calculate the
curve 313. A variable X may be log-normally distributed if Y=LN(X) is normally distributed with “LN” denoting the natural logarithm. The general formula for the probability density function of the lognormal distribution may be: -
- where σ is the scale parameter, θ is the location parameter and m is the shape parameter. In some embodiments, points 311 a and 311 b may be used to solve for at least two of θ, σ, and m. The case where θ equals zero may be referred to as the 2-parameter log-normal distribution. In some embodiments, additional points of flood frequency versus flood elevation may be used. The
points -
- In some embodiments, either
point curve 313. The general form of probability functions may be expressed in terms of the standard distribution. - In some embodiments, the Extreme Value Type I distribution may be used:
-
- In some embodiments, points 311 a and 311 b may be used to solve for β and μ to calculate the curve 313 (e.g., by providing two sets of values for (f(x),x) resulting in two equations of two unknowns.) In some embodiments, f(x) may represent the probability and x may represent the flood elevation.
- In some embodiments, the Log Pearson Type III distribution, the Log Normal distribution, and/or the Extreme Value Type I (or another distribution) may be used to calculate the
curve 313. Once the parameters are solved for the distribution (e.g., using thepoints 311 a and/or 311 b), flood elevations at different flood frequency levels (e.g., 2 year, 5 year, 10 year, 50 year, 100-year, 200 year, 500-year, and 1000 year) may be determined using the distribution. - For example, in some embodiments, discrete values of the flood frequency versus flood elevation relationship at two known points (e.g., (FF1, Elev1), (FF2, Elev2)) may be entered into the selected probability distribution with two unknown parameters (e.g., shape parameter and scale parameter) to form two equations with two unknown variables:
-
FF1=F(Elev1,Shape Parameter,Scale Parameter) -
FF2=F(Elev2,Shape Parameter,Scale Parameter) - The equations may be solved mathematically for deriving the values of those parameters (e.g., the shape parameter and scale parameter). After those two parameters are determined, the flood frequency versus elevation relationship may be presented as the following:
-
FF=F(Elev,Shape Parameter,Scale Parameter) - With this equation, the flood elevation at different flood frequencies (e.g., 2 yr, 10 yr, 50 yr, 200 yr, 1000 yr . . . ) may be computed.
- In some embodiments, other relationships may be used. For example, as seen in
FIG. 38 a, hydrological parameters may be calculated using N-segment discrete hydrological data series derived from hydrologic gage station data. Gage station data may include date, gage height, and stream flow data. The average discharge and coefficient of variation (a normalized standard deviation) for an n-segment hydrologic dataset may be calculated using the following formulas: -
- Ni=number of years in the ith time period from right to left, i=0, 1, 2, . . . n; and,
mi=number of floods in the ith discrete segment from right to the left i=0, 1, 2, . . . n
WhereQ n=mean discharge of the hydrologic dataset; CVn =coefficient of river discharge; and Sn=standard deviation. Curve fitting on the standard probability distributions may be used to determine three key hydrologic parameters by using hydrologic datasets: mean discharge (Q n) standard deviation (Sn), and skew coefficient. The skew coefficient may be derived from the mean discharge and its standard deviation. The Log-Pearson Type III deviate may be obtained by using the skew coefficient. Using the mean discharge, coefficient of river discharge and standard deviation, the scale parameter λ and shape parameter β of the Log Pearson Type III distribution may be determined (e.g., from statistical look-up tables). The derived probability distribution may present a relationship between the flood frequency and discharge. By using the relationship between the discharge and flood elevation (rating curve) from the gage station data (secFIG. 38 b), the flood frequency versus flood elevation relationship may be derived. - In some embodiments, gage station data over a series of years may be sorted by discharge and/or gage height in order of largest flood event first, second event second, etc. (e.g., see
FIG. 38 b with a partial listing). The number of years covered by the gage station may be used to determine probability of a flood event happening in a given flood frequency. For example, the conditional probability (corresponding to flood frequency) may be provided by the following formulas: -
- Ni=number of years in the ith time period from right to left, i=0, 1, 2, . . . n; and,
mi=number of floods in the ith discrete segment from right to the left i=0, 1, 2, . . . n
K=number of the floods which were taken to a extreme flood segment -
FIG. 38 b illustrates a partial listing of flood frequencies computed using the above formulas. The gage height may be converted into flood elevation by adding the gage datum (which may be the elevation of the gage station above sea level). In some embodiments, two or more points of flood frequency versus flood elevation may thus be computed using gage station data for a property point. - In some embodiments, these hydrologic parameters may be computed to be used in detailed HH studies and modeling in areas where flood mapping and flood engineering data may be missing. HH studies may include hydrologic studies (e.g., using water cycles and water movement modeling) and hydraulic studies (e.g., using gravity and water flow modeling) to determine approximate locations of flood boundaries, flood source line features, and/or flood elevation lines.
- In some embodiments, data may be used (e.g., from DFIRM studies) to evaluate which of the three distributions may be best for a specific region or regions. In some embodiments, one distribution may be used. In some embodiments, different distributions may be used for different regions. The algorithm to derive the parameters for the distributions by using the two points (e.g., at the 100-year and the 500-year flood elevations) may be performed by a computer system or performed manually. The output of the distribution (e.g., the flood elevation at the 2 year, 5 year, 10 year, 50 year, 100-year, 200 year, 500-year, and 1000 year, etc. flood frequencies) may be provided for additional flood analysis.
- In various embodiments, the data for
points FIG. 7 a illustrates a digital elevation base map 600 (which may have a resolution of 10 m (other resolutions are also contemplated)) with ariver centerline 607, 100-year flood boundary 601 with flood elevation lines 605 (e.g.,flood elevation line 605 a) and elevation labels 609. The flood elevation lines 605 may be drawn by connecting points of similar elevations on the flood zone boundaries. For example,flood elevation line 605 a is drawn connecting 190 ft elevations on the 100-year flood boundary 601. This may be drawn manually by physically drawing the lines or drawing the lines manually using a computer, or may be done automatically (e.g., software implemented). In some embodiments, the line may not actually be drawn, but instead data associated with the lines may be stored (e.g., in a database). In some embodiments, the elevations at the flood zone boundary may be labeled to assist in the flood elevation line 605 formation. - As seen in
FIG. 7 b, in some embodiments, several flood elevation lines and/or portions of the 100-year flood boundary 601 (or other corresponding flood boundary) may be missing. In some embodiments, these data gaps in the flood risk zoning datasets may be filled (e.g., to build national coverage of flood elevation lines). Gaps may include data gaps between adjacent communities, large gaps between upstream communities and downstream communities, and no data areas. In some embodiments, the missing flood elevation lines and/or flood boundary may be created/redefined to assist in determination of the two points of flood frequency versus flood elevation for a property point (e.g., a property point in the region of missing flood elevation lines and/or flood boundary). In some embodiments, existing flood elevation lines (e.g.,flood elevation lines 605 b-e) onflood map 700 may be used to guide the orientation and/or size of the missing flood elevation lines (e.g., flood elevation line 605 f). In addition, the last known upstream elevation points 609 c,d of the 100-year flood boundary 601 and the first known downstream elevation points 609 e,f of the 100-year flood boundary 601 may be used to determine the approximate initial elevation points for the missing flood elevation lines. For example,elevation point 609 c may be 204 ft andelevation point 609 e may be 194 ft. The placement of missing flood elevation lines may be based on the general slope of the flood profile in from upstream or downstream areas where HH studies exist. Initial elevation points every 2 ft between these two points could be used (e.g., elevation points at 202 ft, 200 ft, 198 ft, 196 ft) for the missing elevations needed for the missing flood elevation lines. Other elevation intervals may also be used. In some embodiments, a flood map may be overlaid (e.g., geographically aligned using one or more similar geographic features or coordinates between the two maps) on an elevation map (e.g., a digital elevation map). In some embodiments, the flood map and the elevation map may be digital maps. In some embodiments, overlaying the maps may include aligning digital coordinates of the maps (e.g., on graphical maps and/or respective data sets). In some embodiments, drawing, connecting, moving, adjusting points/lines on the digital maps may include drawing, connecting, moving, adjusting points/lines on one or both the digital elevation map and flood map. The placements of the indicated elevations (e.g., elevation points 202 ft, 200 ft, 198 ft, 196 ft) on both sides of thecenterline 607 may be, for example, highlighted and connected (e.g., flood elevation line 605 f may be drawn connectingelevation points 198 ft on either side of the centerline 607). The slope and size of existing flood elevation lines (e.g.,flood elevation lines centerline 607 to connect. For example, an area approximately the length offlood elevation line 605 c away from (and at a slope of 605 c) theinitial elevation point 609 a may be searched for a similar elevation point (e.g., elevation point 609 b) for creating the missing flood elevation line 605 f. This may be helpful especially if there are several similar elevation points on the opposing side of thecenterline 607. - In some embodiments, the slope and length of a temporary line used to search for a matching elevation point may be determined based on a weighted average of the length and slope of
flood elevation line initial elevation point 609 a is to floodelevation line 605 c, the more a temporary line may resemble theflood elevation line 605 c in length and slope. In some embodiments, a length of the temporary line (length_temp) may be determined as follows (with distance to floodelevation line 605 c=dist605 c; distance to floodelevation line 605 d=dist605 d; length offlood elevation line 605 d=length605 d; and length offlood elevation line 605 c=length605 c); -
- The distance between the point and the flood elevation line may equal the shortest distance between the
initial elevation point 609 a and the flood elevation line. Other distances are also contemplated. In some embodiments, the slope of the temporary line (slope_temp) may be determined as follows (with slope offlood elevation line 605 c=slope605 c and slope offlood elevation line 605 d=slope605 d): -
- Other methods of determining ratios for slopes and/or lengths are also possible. The temporary line may be drawn using the calculated slope and length. The elevation points on the other side of the flood elevation line may then be searched for an elevation point approximately the same as the
initial elevation point 609 a. The flood elevation line 605 f from theinitial elevation point 609 a to the determined elevation point 609 b may then replace the temporary line. The flood elevation line 605 f may be assigned an elevation approximately equal to the average of theinitial elevation point 609 a and the determined elevation point 609 b. - In some embodiments, (e.g., at the 100 year flood frequency) the placement of new BFE lines may be based on a general slope (e.g., based on hydraulic principles) between upstream BFEs, downstream BFEs, and the elevation data. For example:
-
Slope=(Upstream BFE−Downstream BFE)/Distance between the two BFE lines - In some embodiments, if the location is known upstream and downstream and the 500 year water surface elevations are available, the placement of new 500 year water elevation line features may be based on a general slope (e.g., based on hydraulic principles) between the known upstream and downstream water surface elevation locations and the elevation data. For example:
-
Slope=(Upstream Water Surface Elevation−Downstream Water Surface Elevation)/Distance between two known surface elevation locations - If the 500 year slope is not available, the 100 year flood profile slope may be used (e.g., see
FIG. 37 ). Example elevation profiles (e.g., from FEMA studies) among different flood frequencies may be presented to show how the water surface may be extrapolated between two known points. - As seen in
FIG. 8 a, in some embodiments, if the flood zone boundary and/or the flood elevation lines are not available for an area, United States Geological Survey (USGS) gage station data may be used to chart and analyze stream discharge records, build the flood frequency versus discharge curve, build the discharge versus stage curve, and derive the flood frequency versus stage relationship. For example, data from gage station 801 is charted inFIG. 8 b.Flood event 1 may have been an actual flood recorded at gage station 801.Flood event 1 may have corresponded to a flood elevation of 124.5 ft. By looking at the flood data for the gage station over time, an annual probability of occurrence (i.e., probability that a similar flood of similar elevation will occur in a given year) and a corresponding flood frequency (i.e., probability a flood elevation will exceed the flood elevation in a given year) may be developed for the flood events. This data may be used with elevation data (e.g., in flood map 800) in a statistical and hydrologic analysis to predict the flood elevations (e.g., 100-year and/or 500-year flood elevations) for various flood boundaries (e.g., the 100-year flood boundary 601 and/or the 500-year flood boundary.) This data may also be used to provide flood boundaries (e.g., the 100-year flood boundary and/or 500-year flood boundary). In some embodiments, discharge rates could be determined to assist in the hydrologic and hydraulic analysis. In addition, other data (e.g., downstream flood zone boundaries) may also be used in the analysis to predict the missing flood elevation lines (e.g.,flood elevation line 605 g). In some embodiments, other model data (e.g., FEMA HAZUS-MH (Hazards US Multi-Hazards, Watershed Information System (WISE), Hydrologic Engineering Center River Analysis System (HEC-RAS)) flood model data with DEM (Digital Elevation Model)) (e.g., with a resolution of 10 m) may also be used. Other resolutions may also be used. In some embodiments, a high resolution DEM may be used (e.g., a high resolution digital elevation map). -
FIG. 9 illustrates an embodiment of using raster images to calculate raster layers for 100-year and 500-year flood elevations. For example, GIS software may use surface analysis and modeling capabilities to create extrapolated surfaces based on attribute values at points and flood elevation lines. In some embodiments, these raster layers may be used to determine flood elevations for points on the flood frequency versus flood elevation curve. - In some embodiments, to create raster layers for 100-year flood elevations, the flood elevation lines and associated flood elevation values may be used as input for a surface model (such as a TIN surface) to create a
raster surface 901 for 100-year flood elevations. In some embodiments, for the areas without the 100-year flood elevation lines, but with 100-year flood boundaries, the 100-year flood boundaries may be overlaid on top of the digital elevation data (e.g., overlaid on the digital elevation map), and points on the 100-year flood boundary lines (e.g., the point elevations) from the digital elevation data may be used as inputs for the surface model to create theraster surface 901 for the 100-year flood elevations. For example, points on the 100-year flood boundary lines may be connected to form theraster surface 901. Other raster surfaces are also contemplated. - In some embodiments, if both 100-year flood elevation lines and flood boundaries are missing for an area, USGS gage data may be used along with an HH study or USGS national flood frequency curves (NFF) to obtain 100-year flood elevations at a location or area. This data may be combined with known 100-year flood elevations (e.g., downstream or upstream) and used as input for the surface model to create the
raster surface 901 for 100-year flood elevations. - In some embodiments, for areas with 500-year flood boundaries, the 500-year flood boundaries may be overlaid on top of the digital elevation data and the elevations of the points along the 500-year flood boundary lines may be used as input for a surface model to create the
raster surface 901 for 500-year flood elevations. - In some embodiments, for areas without the 500-year flood boundaries, USGS gage data may be used with hydrologic analysis or USGS national flood frequency curves (NFF) to obtain 500-year flood elevation at areas to combine with known 500-year flood elevations (e.g., downstream or upstream) as input for a surface model to create the
raster surface 901 for 500-year flood elevations. - In some embodiments, these raster surfaces may be queried to determine sets of flood elevations versus flood frequencies for a property point (e.g., an address). These sets may be used in the distribution to determine the curve for the flood frequency versus flood elevation for the property point.
- In various embodiments, once the flood elevations lines are available near an property point, these flood elevations may be used to interpolate/extrapolate at least two flood frequency/flood elevation points for the distribution. Several methods of interpolating/extrapolating these points are described herein.
-
FIG. 10 illustrates an embodiment of amap 1000 for extending new flood elevation lines using existing flood elevation lines (e.g., BFEs). In some embodiments, flood elevation lines 1005 (e.g.,flood elevation line 1005 a (a BFE) on 100-year flood boundary 1001 around centerline 1007) may be extended (e.g., along their slope) to the 500-year flood boundary 1003 (e.g., extendedflood elevation line 1006 a indicated with a dashed line). In some embodiments, theintersection 1033 a of the extended flood elevation line may be buffered (e.g.,buffer 1021 a 10 ft on either side of theintersection point 1033 a for a DEM map (e.g., with a resolution of 10 m)) upstream and downstream at the 500-year flood boundary 1003. The elevation points between thebuffered points 1023 a and 1023 b may be compared with the elevation points between thebuffered points intersection point 1033 b). In some embodiments, an elevation point at each end (e.g., with the smallest difference) may be selected as the endpoints of the extendedflood elevation line 1006 a at the 500-year flood boundary 1003. The average of the selected elevation points may be assigned to the new flood elevation line 1006. In some embodiments, the buffer amount may be based on the resolution of the digital elevation map. In some embodiments, buffers may not be used and the new flood elevation line 1006 may be assigned an average approximately equal to the twointersection points 1033 a,b. -
FIG. 11 illustrates an embodiment of forming a flood elevation line using a flood source line feature (e.g., a centerline). In some embodiments,flood elevation line 1105 a may be drawn substantially perpendicular to the centerline 1007 (i.e., at aright angle 1131 to thecenterline 1007 at a point on the centerline 1007). In some embodiments, theintersections 1133 a,b of the drawnflood elevation line 1105 a may be buffered in a similar manner as described above with respect toFIG. 10 to derive adjusted endpoints for theflood elevation line 1105 a (e.g., by applyingbuffer 1121 a to theintersections 1133 a,b to get buffered points 1123 a-d, selecting approximately equivalent elevation points on either end, and connecting the selected elevation points to reform theflood elevation line 1105 a). In some embodiments, the ends offlood elevation line 1105 a may not be buffered (e.g., the elevations at theintersections 1133 a,b may be used as the endpoints of theflood elevation line 1105 a without adjustment (theflood elevation line 1105 a may be assigned a value approximately equal to the average of the two intersectedpoints 1133 a,b)). In some embodiments, the flood elevation line may be intersected with flood boundaries (e.g., the 100 year and/or 500 year flood boundaries). The elevation (e.g., from a DEM reading) of the intersection points (e.g., on the property point side of the centerline 1007) may be used to move the endpoints on the opposite side of the centerline to points of similar elevation (e.g., points collinear with the flood elevation line). The flood elevation line may then be provided with endpoints of matching elevation. In some embodiments, moving an endpoint may include moving a digital point on a digital map (e.g., a digital flood map or digital elevation map). -
FIG. 12 illustrates an embodiment of a map for forming flood elevation lines using pre-established flood elevation lines. In some embodiments, a user may choosepoints centerline 1007 to formflood elevation line 1206 a. The user may carefully choose these points (e.g., guided by elevations and/or other map details) to define an accurateflood elevation line 1206 a. In some embodiments, a computer may determine these points. In some embodiments, aflood elevation line 1206 b may be similarly defined (e.g., by selectingpoints 1223 e,f). Using the two definedflood elevation lines 1206 a,b, additional flood elevation lines may be formed between them using the slope and/or lengths of theflood elevation lines 1206 a,b and the elevation values corresponding to the 500-year flood boundary 1003 (or other flood boundary such as the 100-year flood boundary 1001). Points (e.g., points 1223 c,d) may be selected at intervals along one side of the flood boundary (e.g., along the left side of the 500-year flood boundary 1003). Slopes and/or lengths of the missing flood elevation lines between the pre-establishedflood elevation lines 1206 a,b may be estimated using the slopes and/or lengths of the pre-establishedflood elevation lines 1206 a,b (e.g., by weighting an average of the slopes and/or lengths of the pre-establishedflood elevation lines 1206 a,b according to, for example, a distance of the flood elevation line to be drawn from the pre-establishedflood elevation lines 1206 a,b.) For example, flood elevation lines closer to floodelevation line 1206 a may have a slope similar toslope 1233 a and flood elevation lines closer to floodelevation line 1206 b may have a slope similar toslope 1233 b. Using the estimated slope (e.g., slope 1233 c), a corresponding location on the opposing flood boundary may be determined. Apoint 1223 g of similar elevation as the initial point (e.g.,initial point 1223 c) may be determined (e.g., using the buffer technique described above with respect toFIG. 10 ). In some embodiments, the closest similar elevation point may be used. A flood elevation line (e.g.,flood elevation line 1206 c) may be drawn between the determined points and an average elevation (e.g., average of the two opposing points) may be assigned to theflood elevation line 1206 c. - In some embodiments, the slope and length of a temporary line used to search for a matching elevation point may be determined based on a weighted average of the length and slope of
flood elevation line 1206 a,b. For example, the closer theinitial elevation point 1223 c is to floodelevation line 1206 a, the more a temporary line may resemble theflood elevation line 1206 a in length and slope. - In some embodiments, a length of the temporary line (length_temp) may be determined as follows (with distance to flood
elevation line 1206 a=dist1206 a; distance to floodelevation line 1206 b=dist1206 b; length offlood elevation line 1206 a=length1206 a; and length offlood elevation line 1206 b=length1206 b): -
- The distance between the point and the flood elevation line may equal the shortest distance between the
initial elevation point 1223 c and the flood elevation line. Other distances are also contemplated. - In some embodiments, the slope of the temporary line (slope_temp) may be determined as follows (with slope of
flood elevation line 1206 a=slope1206 a and slope offlood elevation line 1206 b=slope1206 b): -
- Other methods of determining ratios for slopes and/or lengths are also possible. The temporary line may be drawn using the calculated slope and length. The elevation points on the other side of the flood elevation line may then be searched for an elevation point approximately the same as the
initial elevation point 1223 c. Theflood elevation line 1206 c from theinitial elevation point 1223 c to thedetermined elevation point 1223 g may then replace the temporary line. Theflood elevation line 1206 c may be assigned an elevation approximately equal to the average of theinitial elevation point 1223 c and thedetermined elevation point 1223 g. - In some embodiments, other flood elevation line creation methods may be used. In some embodiments, combinations of the methods described herein may be used.
-
FIG. 13 illustrates an embodiment of approximating a flood elevation for apoint 1341 between two flood elevation lines (e.g.,BFE lines 1306 a,b) for the 100-year flood boundaries 1001. Theproperty point 1341 may be a specific property, a geocoded point location, or a point of interest (POI). In some embodiments, a substantiallyperpendicular line 1306 c may be formed, on the digital elevation map, between theproperty point 1341 and a flood source line feature (e.g., centerline 1007) of a flood source in a same catchment area as theproperty point 1341. To calculate the flood elevation for thepoint 1341 between twoBFE lines 1306 a,b, distances 1351 a,b may be calculated between theBFEs 1306 a,b and the substantiallyperpendicular line 1306 c. In some embodiments,distances 1351 a,b may be calculated between theBFEs 1306 a,b and the point 1341 (e.g., a shortest distance between thepoint 1341 and the BFE or a distance along a line on a right angle to the BFE and through the point 1341). In some embodiments, based on thedistances 1351 a,b, an elevation between the twoBFEs 1306 a,b may be extrapolated for thepoint 1341. For example, ifBFE 1306 a is 200 ft,BFE 1306 b is 210 ft,distance 1351 a (dist1351 a) is 100 ft anddistance 1351 b (dist1351 b) is 200 ft (totaldist=300 ft), the BFE for 1341 may be calculated as follows: -
- Therefore, the
BFE 1306 c may be 203.33 ft (which may be rounded to 203 ft). Other methods of calculating a weighted average for theBFE 1306 c forpoint 1341 are also contemplated. In some embodiments, at least two points of flood frequency versus flood elevation for the property point may be calculated by determining the flood elevation for the point at two flood frequencies (e.g., by approximating a flood elevation for the property point between two flood elevation lines for the 100 year flood zone and two flood elevation lines for the 500 year flood zone). In some embodiments, the substantiallyperpendicular line 1306 c may be a substantially perpendicular cross section through the property point. -
FIG. 14 illustrates an embodiment of approximating a flood elevation line for aproperty point 1441 between two flood elevation lines (e.g.,flood elevation lines 1406 a,b) for the 500-year flood boundaries 1003. In some embodiments, a substantiallyperpendicular line 1406 c may be formed, on the digital elevation map, between theproperty point 1441 and a flood source line feature (e.g., centerline 1007) of a flood source in a same catchment area as theproperty point 1441. To calculate the flood elevation line for aproperty point 1441 between twoflood elevation lines 1406 a,b, distances 1451 a,b may be calculated between theflood elevation lines 1406 a,b and the substantiallyperpendicular line 1406 c. In some embodiments,distances 1451 a,b may be calculated between theflood elevation lines 1406 a,b and theproperty point 1441. In some embodiments, based on thedistances 1451 a,b, an elevation between the twoflood elevation lines 1406 a,b may be extrapolated for theproperty point 1441. For example, ifflood elevation line 1406 a (FE_1406 a) is 240 ft,flood elevation line 1406 b (FE_1406 b) is 250 ft,distance 1451 a (dist1451 a) is 250 ft anddistance 1451 b (dist1451 b) is 50 ft (totaldist=300 ft), the flood elevation for 1441 (FE_1441) may be calculated as follows: -
- Therefore, the
flood elevation line 1406 c may be 248.33 ft (which may be rounded to 248 m). Other methods of calculating a weighted average For theflood elevation line 1406 c are also contemplated. In some embodiments,flood elevation line 1406 c may be formed as a substantiallyperpendicular line 1306 c or a substantially perpendicular cross section through theproperty point 1441. -
FIG. 15 illustrates another embodiment for calculating a flood elevation line for a property point between two flood elevation lines. In some embodiments,distances property point 1541 and the nearest flood elevation lines (e.g.,flood elevation lines 1506 a,b). Theproperty point 1541 may be a specific property, a geocoded point location, or a point of interest (POI).Distances dummy point 1543 between the 100-year flood boundary flood elevation lines on thecenterline 1007. If thecenterline 1007 does not exist, a dummy point may be placed between the twomiddle points 1577 a,b of theflood elevation lines 1506 a,b. Other locations for the dummy point are also contemplated.Distances 1551 a,b may be the shortest distance between theproperty point 1541 and the nearest point on theflood elevation lines 1506 a,b or a distance along a line on a right angle to theflood elevation lines 1506 a,b and through theproperty point 1541. A ratio of the relative distances may be used to place thedummy point 1543. For example (distance to 1551 a=dist1551 a; distance to 1551 b=dist1551 b; distance to 1555 a=dist1555 a; total distance between 1577 a and 1577 b=tot_dist1553; and distance to 1555 b=dist1555 b): -
- The 100-year flood elevation line for the
dummy point 1543 may then be calculated using the nearest flood elevation lines for the 100-year flood boundary 1001 using the method as seen inFIG. 13 . This 100-year flood boundary flood elevation line may then be used for theproperty point 1541. -
FIG. 16 illustrates an embodiment of determining a flood elevation line for a property point outside of the 500-year flood boundary 1003. In some embodiments, the nearest flood elevation lines (e.g.,flood elevation lines 1606 a,b) may be extended past theproperty point 1641 by extending their lines along the directions of the respective lines. Thenearest distances 1651 a,b to each extended flood elevation line may be calculated (e.g., a shortest distance between theproperty point 1641 and the flood elevation line or a distance along a line on a right angle to the flood elevation line and through the property point 1641) and used to place adummy point 1643 on the centerline 1007 (or between themiddle points 1677 a,b of twoflood elevation lines 1606 a,b). For example, therelative distances 1655 a,b may be calculated based on thedistances 1651 a,b. The 100-year flood boundary flood elevation line for thedummy point 1643 may then be calculated using the nearest flood elevation lines for the 100-year flood boundary 1001 using the method as seen inFIG. 13 . This 100-year flood boundary flood elevation line may then be used for theproperty point 1641. - In some embodiments, substantially seamless national coverage (and/or global coverage) for 100-year and 500-year flood elevation lines (and/or other flood elevation frequencies) and flood boundaries may be determined using the methods described herein. The flood frequency versus flood loss curve may be derived based on the computed flood frequency versus flood elevation curve, digital elevation datasets, and/or collected damage curves at a property point, a geocoded point or a point of interest (POI). In some embodiments, triangulated irregular network (TIN) surfaces may be created using the determined flood elevation lines and flood zone boundaries. The TIN surfaces may then be recomputed when FEMA DFIRM datasets are updated. In some embodiments, once a flood elevation line is established for a property point, the 100-year flood elevation line and 500-year flood elevation line for the property point (or elevations of the flood at other flood frequency marks) may be used as points on a flood frequency versus flood elevation curve. These points may also be used with a probability distribution (e.g., the Log Pearson Type III distribution, the Log Normal distribution, and/or the Extreme Value Type I distribution as described above) to calculate other points on the curve. Once the curve is calculated, the flood elevation at other flood frequencies may be determined (e.g., flood elevation at the 2 year, 10 year, 50 year, 100-year, 200 year, 500-year, and 1000 year).
- Once the flood frequency versus flood elevation curve is calculated, a flood frequency versus damage curve may be created. Users may enter the total value of property at the property point (e.g., commercial property) and associated property characteristics (e.g., property type). A ground elevation may be determined at the property point (e.g., using the DEM data) and the latitude/longitude of the property point. The flood depths for the property point may be calculated by subtracting the ground elevation of the property point from the flood elevations during different flood frequency floods. For example:
-
flood elevation=flood depth−ground elevation of the property point - where flood depth may equal the depth of the flood water above the ground at the property point (flood elevation may be the elevation of the flood water surface above sea level). If flood depths is negative, a 0 may be used. This data may be entered in a chart and/or plot (e.g., see
FIG. 17 a). A damage curve may also be determined or provided by a user (e.g., using the building type) (e.g., seeFIG. 17 b). Using the data from the flood frequency versus flood elevation table (FIG. 17 a), the flood damage curve (FIG. 17 b), and the property value, the flood frequency versus flood damage curve (FIG. 17 c) can be calculated. For example: -
Flood damage at flood frequency=total property point value*% of Damage at the related flood depth - In some embodiments, this information may be used to calculate the average annual loss for the property point. For example:
-
average annual loss for the property point=SUM(probability that a flood event occurs*the associated loss - where SUM may be a summation over several flood events.
FIG. 17 d also shows a relationship between calculated loss value and flood frequency.FIG. 18 a illustrates an embodiment of a distribution for average annual loss andFIG. 18 b illustrates an embodiment of a chart calculating an average annual loss. Sample averageannual loss 1801 is shown as a line on the annual aggregate loss with a standard deviation 1803. The probable maximum loss may equal the maximum associated loss for the property point due to flood (e.g., $3,345,000). This may represent the largest economic loss likely to occur for a given policy or a set of policies when a catastrophic flood event occurs. For a commercial property, this may represent an estimate of the largest loss that a building or a business in the building is likely to suffer. In some embodiments, the potential premium for the property point may equal the average annual loss plus a risk load plus an expense load where the risk load may be a number representing the uncertainty of the average annual loss (e.g., risk of damage to a levee or dam, inaccuracy in the flood model, etc.). The expense load may equal the expenses of administering a flood insurance program and other fees. - In some embodiments, an adjustment rate may be calculated to adjust the average annual loss by an adjustment rate representative of other factors. For example:
-
adjusted average annual loss=average annual loss*(1+adjustment rate) - In some embodiments, several different associated adjustment scores may be used to adjust the average annual loss. In some embodiments, a cap may be applied to the adjustment scores. For example,
-
adjusted average annual loss=average annual loss*(1+adjustment cap*sum(associated adjustment scores)/maximum possible sum of the adjustment scores) - As an example (e.g., as seen in
FIG. 19 ), the risk scores may be assigned as follows: if the property point is impacted by 2-10 year flood, the risk score may be 6.0 (there may be some repetitive loss associated with the property point); if the property point is impacted by 10-50 year flood, the risk score may be 5.0 (there may be some potential repetitive loss associated with the property point); if the property point is impacted by 50-100-year flood, the risk score may be 4.0; if the property point is impacted by 100-200 year flood, the risk score may be 3.0; if the property point is impacted by 200-500-year flood, the risk score may be 2.0; if the property point is impacted by 500-1000 year flood, the risk score may be 1.0; if the property point is not impacted by flood, the risk score may be 0. Other risk scores are also possible. Other risk adjustments are also contemplated. For example, if the property point could be impacted by damage to a levee, add 1.0 to the total risk score (the probability of damage to a levee could increase the overall possibility of flooding); if the property point could be impacted by damage to a dam, add 0.5 to the total risk score (the probability of damage to a dam could increase the overall possibility of flooding); if the property point could be impacted by hurricanes, add 1.0 to the total risk score; if the property point could be impacted by a landslide, add 0.5 to the total risk score; if the property point could be impacted by a tsunami, add 0.5 to the total risk score; if the property point could be impacted by flash flooding, add 0.5 to the total risk score. Other risk adjustments are also possible. In some embodiments, the adjustment rate may equal the risk score divided by 10. Other risk scores and divisors are also contemplated. In some embodiments, the risk scores and adjustment rates may be modifiable (e.g., by an insurance company). - In some embodiments, a system may be provided to perform one or more methods described herein. The system could be a web-based system that integrates multiple geospatial datasets, flood damage computation, and the flood risk rating. The system may generate a flood risk assessment report with commercial property information, including a property point address and company information. The report may further include the 100-year and 500-year flood determination, a FEMA flood zone map, ground elevation of the commercial building, property point values (including contents, equipment, etc.) for the commercial building, flood frequency versus flood elevation curve, flood frequency versus flood loss curve, average annual loss, probable maximum loss, flood risk rating, historical hazard events for the property point, and a reporting date. The report may be delivered to a client through a web service (e.g., through Extensible Mark-up Language (XML)).
-
FIG. 20 illustrates an embodiment of a method for calculating the average annual loss due to flooding at a property point. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired. - At 2001, at least two points of flood frequency versus flood elevation for the property point may be calculated. These points may be derived, for example, from flood elevation lines on a flood map, from derived flood elevation lines on the flood map (e.g., derived from pre-existing flood elevation lines on the flood map), and/or gage station data near the property point.
- At 2003, the at least two points may be used to calculate a first plurality of points (e.g., a curve) on a distribution of flood frequency versus flood elevation for the property point. For example, if flood elevation data exists for flood elevation lines on the 100-year flood boundary (frequency=0.01) and the 500-year flood boundary (frequency=0.002), this information may be used to calculate the distribution of flood frequency versus flood elevation for the property point. In some embodiments, the Log Pearson Type III distribution, the Log Normal distribution, and/or the Extreme Value Type I distribution may be used. Other distributions may also be used.
- At 2005, the first plurality of points may be used to calculate a second plurality of points (e.g., a curve) on a distribution of flood frequency versus flood damage for the property point.
- At 2007, an average annual loss may be calculated for the property point based on the second plurality of points on the flood frequency versus flood damage distribution for the property point (e.g., see
FIG. 18 b). Calculating the average annual loss may include weighting the calculated average annual loss with a risk score determined for the property point. For example, the risk score may be at least partially dependent on the flood frequency of flooding at the property point or whether the property point may be impacted by damage to a levee, damage to a dam, a hurricane, a storm surge, a landslide, a tsunami, or a flash flood. In some embodiments, the risk scores may be adjustable to increase or decrease the relative effect on the annual average loss of the risk scores. The effect of the risk scores may also be capped. -
FIG. 21 illustrates an embodiment of a method for using flood elevation data to calculate a distribution for flood frequency versus flood elevation. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired. - At 2101, flood elevation data may be calculated for two points on a flood frequency versus flood elevation distribution.
- At 2103, the parameters for a flood distribution curve may be determined using the flood elevation data for the two points. The flood distribution may be selected from the Log Pearson Type III distribution, the Log Normal distribution, or the Extreme Value Type I distribution. Other distributions may also be used.
- At 2105, other points on the flood frequency versus flood elevation curve may be calculated using the distribution.
- At 2107, the flood frequency versus flood elevation curve may be displayed.
-
FIG. 22 illustrates an embodiment of a method for forming a flood elevation line by aligning elevations on a flood boundary (e.g., seeFIG. 7 a). It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired. - At 2201, a flood map may be overlaid on a digital elevation map. For example, the flood map and the digital elevation map may be aligned (e.g., geographically aligned).
- At 2203, elevations for a plurality of points (e.g., elevation points 609) may be determined along at least two opposing lines of a flood boundary (e.g., 100-year flood boundary 601) on the flood map.
- At 2205, a point along one line of the at least two opposing lines may be connected with a point on the opposing line. The points may not actually be on the opposing lines, but may be near the opposing lines. The two connected points may be approximately the same elevation. In some embodiments, a line connecting the two points may be substantially perpendicular to the flood source line feature (e.g., centerline 607). In some embodiments, the points may not be physically connected with a line, but may instead be connected by association with each other (e.g., in a database).
-
FIG. 23 illustrates an embodiment of a method for forming a flood elevation line based on pre-existing flood elevation lines (e.g., seeFIG. 12 ). It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired. - At 2301, a flood map may be overlaid on a digital elevation map. The flood map may have at least two pre-existing flood elevation lines (which may be BFEs) for a flood boundary.
- At 2303, elevations for a plurality of points along at least two opposing
lines 1003 a,b of the flood boundary and between the at least two pre-existing flood elevation lines (e.g.,flood elevation lines 1206 a,b) may be determined. The plurality of points on a line of the flood boundary may be approximately equally spaced vertically based on the slope of the two pre-existing flood elevation lines. For example, the slope may be calculated as the upstream flood elevation (corresponding to the upstream flood elevation line such asflood elevation line 1206 a)−downstream flood elevation (corresponding to the downstream flood elevation line such asflood elevation line 1206 b)/the distance between the intersection of the upstream flood elevation line and thecenterline 1007 and the intersection of the downstream flood elevation line and thecenterline 1007. The slope may thus provide change in elevation/distance. The plurality of points may thus be equally spaced (e.g., along opposinglines 1003 a,b which may or may not be present) at equal increments of slope. For example, if the slope is 100 m/2000 m, 9 points may be distributed along a flood boundary every 10 m/200 m (with an approximate 10 m change in elevation between points and the points approximately spaced 200 m apart). - At 2305, a
first point 1223 c on one of the at least two opposing lines (e.g.,flood boundary line 1003 a) of the flood boundary may be selected. - At 2307, a
second point 1223 g with approximately the same elevation on the opposing line (e.g.,flood boundary line 1003 b) may be selected. Thesecond point 1223 g may include a point placed on the opposing line at 2303. For example, if thefirst point 1223 c is the third next point (as placed at 2303) on one of the opposing lines, thesecond point 1223 g may be the third next point (as placed in 2303) on the other opposing line. In some embodiments, thesecond point 1223 g may be searched for such that a line passing through thefirst point 1223 c and a region of thesecond point 1223 g may have a slope associated with at least one of the slopes of the pre-existing flood elevation lines (e.g., the slope between thefirst point 1223 c and thesecond point 1223 g may be approximately the same slope as a pre-existing flood elevation line or may be a weighted slope (e.g., using the distance from thefirst point 1223 c to each of the two pre-existing flood elevation lines and the slopes of each of the two pre-existing flood elevation lines)). In some embodiments, thesecond point 1223 g may be searched for such that a line passing through thefirst point 1223 c and a region of thesecond point 1223 g may be substantially perpendicular to the centerline 1007 (at the point the line intersects the centerline 1007). - At 2309, the
first point 1223 c and thesecond point 1223 g may be connected to form anotherflood elevation line 1206 c. -
FIGS. 24 a-b illustrate an embodiment of a method for forming a raster surface (e.g., seeFIG. 9 ) based on flood elevations. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired. - At 2401, a digital elevation map of a region (e.g., an area to be modeled) may be provided.
- At 2403, a determination may be made as to whether an area to be modeled has line features and associated flood elevation values from the 100-year flood boundary.
- At 2405, if the area has line features and associated flood elevation values from the 100-year flood boundary, the flood elevation lines and associated flood elevation values from the 100-year flood boundary may be provided as input for a surface model (such as a TIN surface) to create a raster surface.
- At 2407, if the area does not have flood elevation lines and associated flood elevation values from the 100-year flood boundary, a determination may be made as to whether the area has 100-year flood boundaries.
- At 2409, if the area has 100-year flood boundaries, the 100-year flood boundaries may be overlaid on top of the digital elevation data (e.g., overlaid on the digital elevation map), and at 2411, points on the 100-year flood boundary lines (e.g., the point elevations) from the digital elevation data may be used as inputs for the surface model to create the raster surface for the 100-year flood elevations.
- At 2413, if the area does not have 100-year flood boundaries, USGS gage data may be used along with an HH study or USGS national flood frequency curves (NFF) to obtain 100-year flood elevations at a location or area. At 2415, this data may be combined with known 100-year flood elevations (e.g., downstream or upstream) and used as input for the surface model to create the
raster surface 901 for 100-year flood elevations. - At 2417, a determination may be made as to whether the area has 500-year flood boundaries.
- At 2419, if the area has 500-year flood boundaries, the 500-year flood boundaries may be overlaid on top of the digital elevation data (e.g., overlaid on the digital elevation map), and at 2421, points on the 500-year flood boundary lines (e.g., the point elevations) from the digital elevation data may be used as inputs for the surface model to create the raster surface for the 500-year flood elevations.
- At 2423, if the area does not have 500-year flood boundaries, USGS gage data may be used along with an HH study or USGS national flood frequency curves (NFF) to obtain 500-year flood elevations at a location or area. At 2425, this data may be combined with known 500-year flood elevations (e.g., downstream or upstream) and used as input for the surface model to create the
raster surface 901 for 500-year flood elevations. -
FIG. 25 illustrates an embodiment of a method for forming a flood elevation line (e.g., a BFB) and/or a flood boundary based on gage station data (e.g., seeFIGS. 8 a-b). In some embodiments, if the 100-year flood boundaries and/or the 500-year flood boundaries are not provided, gage station data may be used to form one or more of these boundaries. This data may also be used to provide corresponding flood elevation lines. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired. - At 2501, a digital elevation map of a region may be provided.
- At 2503, gage station data over time for at least one gage station in the region may be provided (e.g., see gage station data in
FIG. 38 b). In some embodiments, a USGS map (e.g., a USGS Hydrologic Unit Code Map) may be used to determine the hydraulic unit code for the region (e.g., by entering a geocoded point for the region or address). The gage stations assigned to that hydraulic unit code may then be used. - At 2505, a curve for flood frequency versus flood elevation may be determined for the region using the gage station data and the digital elevation map. For example, a statistical and hydrologic analysis may be applied to data from the indicated gage station(s). (As another example, see
FIG. 38 b and accompanying description above). - At 2507, at least one flood elevation line and/or flood boundary for the region may be determined using the determined flood frequency versus flood elevation curve. For example, the 100-year flood elevation line (corresponding to the determined 100 year flood elevation for a property point in the region) and/or the 500-year flood elevation line (corresponding to the determined 500 year flood elevation for the property point) may be provided for a property point by using the determined flood frequency versus flood elevation curve. In some embodiments, several flood elevation lines may be used to construct the corresponding flood boundary (e.g., by connecting the adjacent ends of corresponding flood elevation lines to form corresponding flood boundaries).
-
FIG. 26 illustrates an embodiment of a method for forming a flood elevation line by extending a pre-existing flood elevation line (e.g., forming a 500-year flood elevation line by extending a BFE) (e.g., seeFIG. 10 ). It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired. - At 2601, a flood map with a
flood elevation line 1005 a for a first flood boundary 1001 (e.g., aBFE 1005 a for a 100-year flood boundary 1001) may be overlaid on a digital elevation map. - At 2603, elevations for a plurality of points along a
first line 1003 a and a second, opposing,line 1003 b of a second flood boundary (e.g., opposing lines of the second flood boundary 1003) may be determined. - At 2605, the
flood elevation line 1005 a may be extended to the plurality of points along thefirst line 1003 a. Theflood elevation line 1005 a may be extended along approximately the same direction as the flood elevation line (e.g., a BFE) for the first flood boundary. - At 2607, a first point may be selected approximately located on an intersection of the extended
flood elevation line 1006 a and the flood boundary 1003 (e.g., comprised of a plurality of points along the first line). The elevation value may be taken from the digital elevation dataset at the intersection point. For example, the closer ofpoints intersection point 1033 a may be used. In some embodiments, a point atintersection 1033 a may be used as the first point. - At 2609, a second point may be selected with an elevation approximately equal to an elevation of the first point. The second point may be approximately at an intersection of the extended
flood elevation line 1006 a and the plurality of points along thesecond line 1003 b. The second point may be chosen to have an elevation approximately equal to the first point elevation. For example, the point (between eitherpoint - At 2611, a
flood elevation line 1006 a for thesecond flood boundary 1003 may be formed between the first point and the second point. - At 2613, the flood elevation line for the second flood boundary may be assigned an elevation approximately equal to an average elevation of the first point and the second point.
-
FIG. 27 illustrates an embodiment of a method for forming a flood elevation line by using a centerline (e.g., seeFIG. 11 ). It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired. - At 2701, a flood map with a
centerline 1007 may be overlaid on a digital elevation map. - At 2703, elevations for a plurality of points along a
first line 1003 a and a second, opposing,line 1003 b of afirst flood boundary 1003 may be determined. - At 2705, a
flood elevation line 1105 a may be formed from a starting point on thecenterline 1007 to a first plurality of points along thefirst line 1003 a. Theflood elevation line 1105 a may be formed substantially perpendicular to thecenterline 1007 at the starting point on thecenterline 1007. - At 2707, the
flood elevation line 1105 a may be extended from the starting point on thecenterline 1007 to a second plurality of points along thesecond line 1003 b. Theflood elevation line 1105 a may be extended substantially perpendicular to thecenterline 1007 at the starting point on thecenterline 1007. For example, theflood elevation line 1105 a may be substantially perpendicular to thecenterline 1007 at the location where theflood elevation line 1105 a crosses thecenterline 1007. - At 2709, a first point may be selected approximately located on an intersection of the
flood elevation line 1105 a and flood boundary 1003 (e.g., the plurality of points along thefirst line 1003 a). - At 2711, a second point may be selected with an elevation approximately equal to an elevation of the first point. The second point is approximately at an intersection of the extended
flood elevation line 1105 a and the second plurality of points (e.g., alongsecond line 1003 b). - At 2713, the
flood elevation line 1105 a for thefirst flood boundary 1003 may be reformed between the first point and the second point. - At 2715, the
flood elevation line 1105 a may be assigned an elevation approximately equal to an average elevation of the first point and the second point. -
FIG. 28 illustrates an embodiment of a method for using two perimeter flood elevation lines for forming subsequent intermediary flood elevation lines (e.g., seeFIG. 12 ). It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired. - At 2801, a flood map may be overlaid on a digital elevation map.
- At 2803, a first
flood elevation line 1206 a and a secondflood elevation line 1206 b may be selected. In some embodiments, the firstflood elevation line 1206 a may be an upstream flood elevation line and the secondflood elevation line 1206 b may be a downstream flood elevation line. The firstflood elevation line 1206 a and the secondflood elevation line 1206 b may intersect respective flood boundaries. For example, the firstflood elevation line 1206 a may intersect theleft flood boundary 1003 a atpoint 1223 a and theright flood boundary 1003 b atpoint 1223 b. The secondflood elevation line 1206 b may intersect theleft flood boundary 1003 a atpoint 1223 e and theright flood boundary 1003 b atpoint 1223 f. - At 2805, the first slope with respect to the
left flood boundary 1003 a may be calculated. For example, the slope may be calculated as the upstream flood elevation (corresponding to the upstreamflood elevation line 1206 a)−downstream flood elevation (corresponding to the downstreamflood elevation line 1206 b)/the distance betweenpoint flood boundary line 1003 a). The slope may thus provide change in elevation/distance corresponding to the leftflood boundary line 1003 a. - At 2807, the second slope with respect to the
right flood boundary 1003 b may be calculated. For example, the second slope may be calculated as the upstream flood elevation (corresponding to the upstreamflood elevation line 1206 a)−downstream flood elevation (corresponding to the downstreamflood elevation line 1206 b)/the distance betweenpoint flood boundary line 1003 b). The slope may thus provide change in elevation/distance corresponding to the rightflood boundary line 1003 b. - At 2809, using the first slope, a plurality of points may be distributed along the
left flood boundary 1003 a. The plurality of points may be equally spaced along theleft flood boundary 1003 a at equal increments of slope. For example, if the slope is 100 m/2000 m (flood elevation change/distance), 9 points may be distributed along theleft flood boundary 1003 a every 10 m/200 m (with an approximate 10 m change in elevation between points and the points approximately spaced 200 m apart). - At 2811, using the second slope, a plurality of points may be distributed along the
right flood boundary 1003 b. The plurality of points may be equally spaced along theright flood boundary 1003 b at equal increments of slope. For example, if the slope is 120 m/2200 m (flood elevation change/distance), 9 points may be distributed along theright flood boundary 1003 b every 12 m/220 m (with an approximate 10 m change in elevation between points and the points approximately spaced 200 m apart). - At 2813, a
first point 1223 c on one of the flood boundaries (e.g., theleft flood boundary 1003 a) may be selected. - At 2815, a
second point 1223 g with approximately the same elevation on the other flood boundary (e.g., theright flood boundary 1003 b) may be selected. Thesecond point 1223 g may include a point placed on the boundary line at 2811. For example, if thefirst point 1223 c is the third next point (as placed at 2809) on theleft flood boundary 1003 a, thesecond point 1223 g may be the third next point (as placed in 2811) on the other opposing line (e.g.,right flood boundary 1003 b). In some embodiments, thesecond point 1223 g may be searched for such that a line passing through thefirst point 1223 c and a region of thesecond point 1223 g may have a slope associated with at least one of the slopes of the pre-existing flood elevation lines (e.g., the slope between thefirst point 1223 c and thesecond point 1223 g may be approximately the same slope as a pre-existing flood elevation line or may be a weighted slope (e.g., using the distance from thefirst point 1223 c to each of the two pre-existing flood elevation lines and the slopes of each of the two pre-existing flood elevation lines)). In some embodiments, thesecond point 1223 g may be searched for such that a line passing through thefirst point 1223 c and a region of thesecond point 1223 g may be substantially perpendicular to thecenterline 1007. - At 2817, the
first point 1223 c may be connected to thesecond point 1223 g to form anotherflood elevation line 1206 c. - In some embodiments, elevations for a plurality of points along at least two opposing lines of a flood boundary may be determined (the points of the plurality of points on a line of the flood boundary may be approximately equally spaced between the first and second
flood elevation lines 1206 a,b (e.g., BFEs)). A firstflood elevation line 1206 a (having a first slope) may be formed by connecting afirst point 1223 a along one line of the at least two opposing lines with asecond point 1223 b on the opposing line. Thefirst point 1223 a andsecond point 1223 b may be approximately the same elevation. A secondflood elevation line 1206 b (having a second slope) may be formed by connecting athird point 1223 e along one line of the at least two opposing lines with afourth point 1223 f on the opposing line. Thethird point 1223 e andfourth point 1223 f may be approximately the same elevation. The elevations for a plurality of points along the at least two opposing lines of the flood boundary and between the first and second flood elevation lines may be determined. In some embodiments, the elevations may be displayed. Afifth point 1223 c may be selected on one of the at least two opposing lines. In some embodiments, asixth point 1223 g with approximately the same elevation on the opposing line may be searched for such that a line passing through thefifth point 1223 c and a region of thesixth point 1223 g may have approximately a slope (weighted_slope) equal to a sum of a weighted value of the first slope plus a weighted value of the second slope. The weighted values of the first slope and the second slope may depend on their proximity to thefifth point 1223 c. For example, the weighted_slope may calculated as follows (where dist_sec_elev=distance from the second flood elevation line and dist_first_elev=distance from the first flood elevation line): -
-
FIG. 29 illustrates an embodiment of a method for forming a flood elevation line for a property point between two pre-existing base flood elevation lines (e.g., seeFIG. 13 ). A flood elevation line through a property point may provide at least one point of flood frequency versus flood elevation. For example, the flood elevation line through the property point may correspond to a flood frequency (e.g., a 100 year flood elevation line through the property point) and may have a flood elevation associated with the flood elevation line. For example, a flood elevation line of 180 m (with each endpoint intersecting the 100 year flood boundary at the 180 m elevation) through the property point may correspond to a flood elevation of 180 m for the property point for a flood frequency of once every 100 years (0.01) for the property point. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired. - At 2901, a flood map, with a first
flood elevation line 1306 a with a first flood elevation and a secondflood elevation line 1306 b with a second flood elevation, may be overlaid on a digital elevation map. - At 2903, a
property point 1341 may be provided between the firstflood elevation line 1306 a and the secondflood elevation line 1306 b. - At 2905, a
first distance 1351 a between theproperty point 1341 and the firstflood elevation line 1306 a may be determined. - At 2907, a
second distance 1351 b between theproperty point 1341 and the secondflood elevation line 1306 b may be determined. - At 2909, a property point flood elevation approximately equal to a weighted average of the first flood elevation (first_elev) and the second flood elevation (sec_elev) may be determined. For example, if a total distance (total_dist) approximately equals the first distance (first_dist) plus the second distance (sec_dist), the weighted average (avg) for the property point flood elevation may be determined as follows:
-
- Where avg=flood elevation for the property point 1341 (and, correspondingly, for a
flood elevation line 1306 c passing through theproperty point 1341. -
FIG. 30 illustrates an embodiment of a method for forming a flood elevation line for a property point using two pre-existing flood elevation lines (e.g., seeFIG. 15 ). It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired. - At 3001, a flood map may be overlaid on a digital elevation map. In some embodiments, the flood map may include a first
flood elevation line 1506 c and a second flood elevation line 1506 d for a first flood boundary 1001 (e.g., BFEs for a 100-year flood boundary) and a thirdflood elevation line 1506 a and a fourthflood elevation line 1506 b for a second flood boundary 1003 (e.g., flood elevation lines for a 500 year flood boundary). - At 3003, a
property point 1541 may be provided between the thirdflood elevation line 1506 a and the fourthflood elevation line 1506 b. - At 3005, a
first distance 1551 a between theproperty point 1541 and the thirdflood elevation line 1506 a may be determined. - At 3007, a
second distance 1551 b between theproperty point 1541 and the fourthflood elevation line 1506 b may be determined. - At 3009, a flood elevation for the
property point 1541 relative to thefirst flood boundary 1001 may be determined as approximately equal to a weighted average of the first flood elevation (first_elev) (e.g., of the firstflood elevation line 1506 c) and the second flood elevation (sec_elev) (e.g., of the second flood elevation line 1506 d). For example, if a total distance (total_dist) approximately equals the first distance (first_dist) plus the second distance (seq_dist), the weighted average may be determined as follows: -
- Where avg=flood elevation for the property point 1541 (and, correspondingly, for a flood elevation line passing through the
property point 1541. - In some embodiments, if the flood map includes a centerline, the method may further include placing a dummy point on the centerline between the first base flood elevation line and the second base flood elevation line (e.g., see
FIG. 15 ). The dummy point may be placed such that a ratio of the distance between the dummy point and the first base flood elevation line to the distance between the dummy point and the second base flood elevation line is approximately equal to the ratio of the distance between the first distance to the second distance. -
FIG. 31 illustrates an embodiment of a method for providing a flood risk assessment for a point. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired. - At 3101, a property point may be provided.
- At 3103, the property point may be geocoded (e.g., to provide an x,y coordinate for a digital elevation and/or flood map).
- At 3105, at least two flood elevation lines may be determined for the geocoded property point (e.g., a BFE for the 100-year flood boundary and a flood elevation line for the 500-year boundary).
- At 3107, a flood frequency versus flood elevation curve may be determined for the geocoded point using the at least two flood elevation lines.
- At 3109, a flood frequency versus damage curve may be determined. For example, the user may provide flood elevation versus % damage and the value of the property point to be used with the flood frequency versus damage curve. In some embodiments, this information may be used to calculate the average annual loss (e.g., see
FIG. 18 b). -
FIG. 32 illustrates an embodiment of a web-based method for providing a flood risk assessment for a point. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired. - At 3201, a property point may be entered into a web-based system (e.g., the address of a targeted portfolio may be entered into a web-based system). For example, the address of the property point may be entered by a client into an (Hyper Text Markup Language) HTML page provided by the web-based system when the client accesses the web-based system using a URL (Uniform Resource Locator).
- At 3203, the property point may be geocoded (e.g., an x,y coordinate (such as a latitude/longitude)) by the system (e.g., by a web server).
- At 3205, a determination may be made as to whether the property point is within a 100-year flood zone, a 500-year flood zone, or neither.
- At 3207, if the property point is within the 100-year flood zone and/or the 500-year flood zone, the 100-year and 500-year flood elevations may be determined.
- At 3209, the flood frequency versus elevation curve may be determined at the property point. In some embodiments, a plurality of points along the curve may be determined instead of actually drawing the curve.
- At 3211, a flood frequency curve versus flood loss may be determined for the property point.
- At 3213, if the property point is not within the 100-year flood zone and/or the 500-year flood zone, the system may determine the distances to the flood zones and the differences in flood elevations of these flood zones to calculate a weighted average for the property point.
- At 3215, the information (including flood frequency curves, distances, elevations, etc.) may be provided to a flood hazard rating engine to determine a flood hazard rating corresponding to the information.
- At 3217, the information may be used by a flood hazard rating engine to provide a flood risk assessment report. In some embodiments, other information may also be used to provide the report. The report may include, for example, commercial property information, including a property point address and company information, the 100-year and 500-year flood elevations, a FEMA flood zone map, ground elevation of the commercial building, property point values (including contents, equipment, etc.) for the commercial building, flood frequency versus flood elevation curve, flood frequency versus flood loss curve, average annual loss, probable maximum loss, flood risk rating, historical hazard events for the property point, and a reporting date. In some embodiments, the report may be provided as a downloadable file, an attachment in an email, or presented on screen for a user. Other report formats are also possible.
- In various embodiments, prior to determining at least two points of flood elevation for flood frequency, available flood boundaries and/or flood elevation lines (e.g., from a flood map) may be redefined/corrected (e.g., by aligning/redrawing the flood boundaries and/or flood elevation lines on a digital elevation map). In some embodiments, endpoints of a flood elevation line feature (e.g., a BFE) created by previous flood studies may be adjusted to a 10 m or more accurate digital elevation map (e.g., see
FIG. 33 ). -
FIGS. 33 a-b illustrates an embodiment of a method for correcting a flood elevation line. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired. - At 3301, a flood map may be aligned with a digital elevation map. For example, landmark features and/or set reference points may be aligned between the flood map and the digital elevation map (e.g., by overlaying these points on the flood map and digital elevation map). In some embodiments, the flood map may have at least one
flood elevation line 3351 a with two endpoints (afirst endpoint 3353 a and asecond endpoint 3353 b) and at least one associated flood elevation. - At 3303, an end (e.g., the
first endpoint 3353 a) of theflood elevation line 3351 a may be aligned with an elevation point on the digital elevation map with a similar elevation as the associated flood elevation. For example, the elevation may be approximately the same or may be within a predetermined buffer distance (e.g., as set by a user). - At 3305, the other endpoint (e.g., the
second endpoint 3353 b) may be moved to a point on the digital elevation map that is collinear with theflood elevation line 3351 a and that has a similar elevation as the associatedflood elevation line 3351 a. For example, the elevation of the moved second endpoint may be approximately the same or may be within a predetermined buffer distance (e.g., as set by a user). In some embodiments, astraight line object 3355 a may be created using thesecond endpoint 3353 b and an adjacent point (e.g., a closest point to thesecond endpoint 3353 b) in theflood elevation line 3351 a. Thestraight line object 3355 a may then be expanded or collapsed until an elevation value from the digital elevation map matches the elevation value of thefirst endpoint 3353 a. Thesecond endpoint 3353 b may then be moved to the new location with the similar elevation value as thefirst endpoint 3353 a. - At 3307, several flood elevation lines for a flood frequency may be re-positioned and the corresponding flood boundary may be redrawn along the corrected endpoints of each side of the adjusted flood elevation lines. For example, if the corrected flood elevation lines correspond to the 100 year flood boundary, the endpoints of the corrected flood elevation lines may be connected (on either side of the flood source line feature) to create an adjusted flood boundary corresponding to the 100 year flood zone.
-
FIG. 34 illustrates an embodiment of a method for redefining at least a portion of a flood boundary. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired. - At 3401, a first Triangulated Irregular Network (TIN) elevation surface that triangulates a plurality of flood elevation line endpoints corresponding to the flood frequency may be created. In some embodiments, the plurality of flood elevation lines may be pre-defined (e.g., on a flood map) or may be formed using one of the methods described herein (e.g.,
FIG. 33 a) to use in adjusting a flood boundary. Example TIN elevation surfaces may be seen inFIG. 36 b (e.g., seeTIN surfaces 3603 and 3601). In some embodiments, the surface may be defined by connecting endpoints on either side of the flood source line feature (e.g., without necessarily triangulating all of the endpoints). As with the other embodiments presented herein, the lines and surfaces may be actually drawn (e.g., manually and/or graphically), or may be represented by associations formed for corresponding data points (e.g., stored in a database). Other representations are also contemplated. - At 3403, a second Triangulated Irregular Network (TIN) elevation surface that triangulates a plurality of digital ground elevation points may be created. For example, the second elevation surface may follow the ground surface.
- At 3405, the at least a portion of the flood boundary at an intersection between the first TIN elevation surface and the second TIN elevation surface may be redefined. For example, the flood boundary may be formed along the points where the first TIN elevation surface points intersect the second TIN elevation surface (e.g., where the flood elevation line endpoints match the corresponding ground elevations).
-
FIGS. 35 a-b illustrate an embodiment of a method for correcting a flood boundary using a digital elevation map. For example, flood elevation lines may be created partially using existing flood boundaries, water source centerlines (or flow pass), and a digital elevation map (or other DEM dataset). This method may be used for FEMA designated “A” zones without existing flood elevation lines (such as BFEs). The method may also be used for other areas. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired. - At 3501, a flood elevation line may be formed, on the digital elevation map, for flood boundary correction. For example, the flood elevation line may be formed according to methods discussed above with respect to
FIGS. 6-8 b, 10-12, 14, etc.). Other flood elevation line formation techniques are also contemplated. - At 3503, the
flood boundary 3571 may be corrected by redefining at least a portion of theflood boundary 3571 using the formed flood elevation line (e.g., see elements 3505-3513 below). - At 3505, a flood source line feature (e.g., centerline 3551) may be created by accumulating lowest elevation points on the digital elevation map indicative of a flow path. For example, river centerline elevation points (e.g., from a river centerline study area dataset or a computed flow path using a DEM dataset) may be used. Points corresponding to the lowest ground elevation points (e.g., along a line) may be connected and/or associated with a flow path (e.g., the ground elevation points for the floor of a river may be lower than ground elevation points along the river bank).
- At 3507, a
second line 3557 a may be created that is substantially perpendicular to the floodsource line feature 3551. Again, the substantially perpendicular line may be actually drawn, or an appropriate association for stored data points may be stored. - At 3509, the second substantially
perpendicular line 3557 a may be intersected with a flood boundary on each side of the floodsource line feature 3551 to create two intersection points (e.g., intersection points 3553 a,b). - At 3511, a
point 3555 may be determined that is collinear with the second substantiallyperpendicular line 3557 a on the opposite side of the floodsource line feature 3551 that has substantially the same elevation as theintersected point 3553 a of the at least two intersection points closest to the floodsource line feature 3551. - At 3513, a
flood elevation line 3557 b may be created by connecting theclosest intersected point 3553 a and the determinedcollinear point 3555. The line may actually be drawn or stored (e.g., recording the location and/or elevation (for example, from the DEM)). Theflood elevation line 3557 b may have a similar elevation at bothendpoints - At 3515, other flood elevation lines (e.g., 3559 a,b) may be determined (e.g., at a distance interval of 100 feet). Other distance intervals are also contemplated.
- At 3517, a TIN surface may be created using the determined flood elevations lines (e.g., by using the endpoints of the flood elevation lines to define a TIN surface for the corresponding flood frequency).
- At 3519, a TIN surface may be created for the ground surface (e.g., comprising the ground elevation points)
- At 3521, the two created TIN surfaces may be intersected to create re-delineated flood boundaries (flood boundaries may occur at the intersection of the two surfaces).
-
FIG. 36 illustrates an embodiment of a method for determining flood frequency versus flood elevation points using three dimensional surfaces. It should be noted that in various embodiments of the methods described below, one or more of the elements described may be performed concurrently, in a different order than shown, or may be omitted entirely. Other additional elements may also be performed as desired. - At 3602, a first flood-
frequency elevation surface 3601 may be defined. The flood-frequency elevation surface 3601 may be defined by respective elevation points of a water level during a flood at the respective frequency for the flood-frequency elevation surface. For example, the surface of the water during a 100 year flood may form the flood-frequency elevation surface 3601 for the 100 year flood frequency. In some embodiments, the edges of the flood-frequency elevation surface 3601 may correspond to the endpoints of the associated flood elevation lines corresponding to the designated flood frequency. - At 3604, a second flood
frequency elevation surface 3603 may be defined. - At 3606, a
cross-section surface 3605 may be defined that passes through theproperty point 3607 and is substantially perpendicular to a flood source line feature (e.g., centerline 307). In some embodiments, thecross section 3605 may geospatially, hydrologically, and hydraulically link theproperty point 3607 to the flood source (e.g., centerline 307). - At 3608, the intersection points between the
cross section surface 3605 and the floodfrequency elevation surfaces FIG. 36 b, in some embodiments, two flood elevations at different flood frequencies for theproperty point 3607 may be derived from the flood-frequency elevation surfaces by using the elevation values at points, for example, where the first flood-frequency elevation surface 3601 and the second flood-frequency elevation surface 3603 (such as the 100 year flood elevation surface and the 500 year flood elevation surface) intersect with thecross section surface 3605 that is perpendicular to the flood source (e.g., centerline 307) where theproperty point 3607 is located. For example,intersection point 3657 a (e.g., with elevation value of 198 m) betweencross section flood elevation surface 3603 may provide the elevation value at the corresponding 500 year flood frequency.Intersection point 3657 b (e.g., with elevation value of 184 m) betweencross section flood elevation surface 3601 may provide the elevation value at the corresponding 100 year flood frequency. Intersecting lines among these three surfaces may provide flood elevation line features at different flood frequencies. In some embodiments, the flood frequency elevation surfaces may be generated based on elevation line features (e.g., BFEs) and a digital elevation map using a Triangulated Irregular Network method (e.g., seeFIG. 34 ). Other techniques for generating the flood frequency elevation surfaces are also contemplated. - As shown in the sample flood water surface profile in
FIG. 37 , in some embodiments, points of flood frequency versus flood elevation for the property point may be derived from geo-referenced discrete points, on the digital elevation map, for flood frequencies corresponding to a location on the flood source in a flood water surface profile that is on a line substantially perpendicular to the flood source line feature and the property point (e.g.,line 1306 c inFIG. 13 ). In some embodiments, the flood water surface profile may provide flood elevation for a flood source at given distances along the flood source (e.g., as determined through an HH study). The flood water surface profile may be a flood profile from a FEMA Flood Insurance Study developed by HH studies. Other sources of a flood water surface profile are also contemplated. In some embodiments, two flood elevations at different flood frequencies for the property point may be derived from point features or database records on the geo-referenced discrete points from the flood water surface profile. The discrete points on a cross-section in the flood water surface profile and the associated flood elevations may be geo-referenced and stored in a database. The database may also include additional discrete flood elevation points where a flood water surface meets the ground elevation of the digital elevation map. As shown in the sample flood water surface profile inFIG. 37 , multiple elevation points with different flood frequencies at each cross section location may be determined. The flood elevation point database may be used to derive flood elevations for the property point based on distances between two closes elevation points to a cross section at the property point (e.g., cross section indicated on the flood water surface profile for the property point). A collective database may be used in the flood elevation search for the property point. These points may also be used as flood elevation versus flood frequency to generate a flood elevation versus flood frequency curve for the property point. - Embodiments of a subset or all (and portions or all) of the above may be implemented by program instructions stored in a memory medium or carrier medium and executed by a processor. A memory medium may include any of various types of memory devices or storage devices. The term “memory medium” is intended to include an installation medium, e.g., a Compact Disc Read Only Memory (CD-ROM), floppy disks, or tape device; a computer system memory or random access memory such as Dynamic Random Access Memory (DRAM), Double Data Rate Random Access Memory (DDR RAM), Static Random Access Memory (SRAM), Extended Data Out Random Access Memory (EDO RAM), Rambus Random Access Memory (RAM), etc.; or a non-volatile memory such as a magnetic media, e.g., a hard drive, or optical storage. The memory medium may comprise other types of memory as well, or combinations thereof. In addition, the memory medium may be located in a first computer in which the programs are executed, or may be located in a second different computer that connects to the first computer over a network, such as the Internet. In the latter instance, the second computer may provide program instructions to the first computer for execution. The term “memory medium” may include two or more memory mediums that may reside in different locations, e.g., in different computers that are connected over a network.
- In some embodiments, a computer system at a respective participant location may include a memory medium(s) on which one or more computer programs or software components according to one embodiment of the present invention may be stored. For example, the memory medium may store one or more programs that are executable to perform the methods described herein. The memory medium may also store operating system software, as well as other software for operation of the computer system.
- In this patent, certain U.S. patents, U.S. patent applications, and other materials (e.g., articles) have been incorporated by reference. The text of such U.S. patents, U.S. patent applications, and other materials is, however, only incorporated by reference to the extent that no conflict exists between such text and the other statements and drawings set forth herein. In the event of such conflict, then any such conflicting text in such incorporated by reference U.S. patents, U.S. patent applications, and other materials is specifically not incorporated by reference in this patent.
- Further modifications and alternative embodiments of various aspects of the invention may be apparent to those skilled in the art in view of this description. Accordingly, this description is to be construed as illustrative only and is for the purpose of teaching those skilled in the art the general manner of carrying out the invention. It is to be understood that the forms of the invention shown and described herein are to be taken as embodiments. Elements and materials may be substituted for those illustrated and described herein, parts and processes may be reversed, and certain features of the invention may be utilized independently, all as would be apparent to one skilled in the art after having the benefit of this description of the invention. Changes may be made in the elements described herein without departing from the spirit and scope of the invention as described in the following claims.
Claims (3)
1. A computer-implemented method for predicting a flood elevation for a flood frequency for a property point, comprising:
calculating with a processor at least two points of flood frequency versus flood elevation for the property point using a flood map;
defining a relationship between flood frequency and flood elevation for the property point using the at least two points; and
predicting with the processor at least one flood elevation at a flood frequency different from the flood frequency of one of the at least two points for the property point using the relationship;
wherein the flood map comprises a map of flood zones, defined by flood boundaries, and a plurality of pre-existing flood elevation lines.
2. A system, comprising:
a processor;
a memory coupled to the processor and configured to store program instructions executable by the processor to:
calculate at least two points of flood frequency versus flood elevation for the property point using a flood map;
define a relationship between flood frequency and flood elevation for the property point using the at least two points; and
predict at least one flood elevation at a flood frequency different from the flood frequency of one of the at least two points for the property point using the relationship;
wherein the flood map comprises a map of flood zones, defined by flood boundaries, and a plurality of pre-existing flood elevation lines.
3. A non-transitory computer-readable storage medium, comprising program instructions, wherein the program instructions are computer-executable to:
calculate at least two points of flood frequency versus flood elevation for the property point using a flood map;
define a relationship between flood frequency and flood elevation for the property point using the at least two points; and
predict at least one flood elevation at a flood frequency different from the flood frequency of one of the at least two points for the property point using the relationship;
wherein the flood map comprises a map of flood zones, defined by flood boundaries, and a plurality of pre-existing flood elevation lines.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US13/526,087 US20120259550A1 (en) | 2006-10-17 | 2012-06-18 | Systems and methods for flood risk assessment |
Applications Claiming Priority (4)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US85237906P | 2006-10-17 | 2006-10-17 | |
US11/974,911 US7917292B1 (en) | 2006-10-17 | 2007-10-16 | Systems and methods for flood risk assessment |
US201113051789A | 2011-03-18 | 2011-03-18 | |
US13/526,087 US20120259550A1 (en) | 2006-10-17 | 2012-06-18 | Systems and methods for flood risk assessment |
Related Parent Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
US201113051789A Continuation | 2006-10-17 | 2011-03-18 |
Publications (1)
Publication Number | Publication Date |
---|---|
US20120259550A1 true US20120259550A1 (en) | 2012-10-11 |
Family
ID=43769940
Family Applications (2)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
US11/974,911 Active 2029-01-14 US7917292B1 (en) | 2006-10-17 | 2007-10-16 | Systems and methods for flood risk assessment |
US13/526,087 Abandoned US20120259550A1 (en) | 2006-10-17 | 2012-06-18 | Systems and methods for flood risk assessment |
Family Applications Before (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
US11/974,911 Active 2029-01-14 US7917292B1 (en) | 2006-10-17 | 2007-10-16 | Systems and methods for flood risk assessment |
Country Status (1)
Country | Link |
---|---|
US (2) | US7917292B1 (en) |
Cited By (12)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20130077819A1 (en) * | 2011-09-23 | 2013-03-28 | Wei Du | Building footprint extraction apparatus, method and computer program product |
US8830265B2 (en) | 2009-07-07 | 2014-09-09 | Certusview Technologies, Llc | Methods, apparatus and systems for generating searchable electronic records of underground facility marking operations and assessing aspects of same |
US8902251B2 (en) | 2009-02-10 | 2014-12-02 | Certusview Technologies, Llc | Methods, apparatus and systems for generating limited access files for searchable electronic records of underground facility locate and/or marking operations |
US9177280B2 (en) | 2009-02-10 | 2015-11-03 | Certusview Technologies, Llc | Methods, apparatus, and systems for acquiring an enhanced positive response for underground facility locate and marking operations based on an electronic manifest documenting physical locate marks on ground, pavement, or other surface |
US9183646B2 (en) | 2008-02-12 | 2015-11-10 | Certusview Technologies, Llc | Apparatus, systems and methods to generate electronic records of underground facility marking operations performed with GPS-enabled marking devices |
US9280269B2 (en) | 2008-02-12 | 2016-03-08 | Certusview Technologies, Llc | Electronic manifest of underground facility locate marks |
US9471835B2 (en) | 2008-02-12 | 2016-10-18 | Certusview Technologies, Llc | Electronic manifest of underground facility locate marks |
JP2018013995A (en) * | 2016-07-21 | 2018-01-25 | 株式会社竹中工務店 | Crime damage cost estimation device and program |
WO2018027332A1 (en) * | 2016-08-08 | 2018-02-15 | Comercial E Industrial Gesecology Limitada | Method and system for the analysis and generation of early or predictive alerts concerning the stability of slopes in open-pit mines |
US11436680B2 (en) | 2018-06-06 | 2022-09-06 | Aon Global Operations Se, Singapore Branch | Systems, methods, and platform for estimating risk of catastrophic events |
US11555701B2 (en) * | 2019-05-02 | 2023-01-17 | Corelogic Solutions, Llc | Use of a convolutional neural network to auto-determine a floor height and floor height elevation of a building |
US11681966B2 (en) | 2021-02-24 | 2023-06-20 | Fannie Mae | Systems and methods for enhanced risk identification based on textual analysis |
Families Citing this family (28)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US8613744B2 (en) * | 2002-09-30 | 2013-12-24 | Relievant Medsystems, Inc. | Systems and methods for navigating an instrument through bone |
US8649567B1 (en) * | 2006-11-17 | 2014-02-11 | Corelogic Solutions, Llc | Displaying a flood change map with change designators |
US8077927B1 (en) * | 2006-11-17 | 2011-12-13 | Corelogic Real Estate Solutions, Llc | Updating a database with determined change identifiers |
US8542884B1 (en) * | 2006-11-17 | 2013-09-24 | Corelogic Solutions, Llc | Systems and methods for flood area change detection |
US20100092241A1 (en) * | 2008-10-13 | 2010-04-15 | Muhammad Arshad | Canal Seepage Detection |
US8712805B1 (en) * | 2010-03-31 | 2014-04-29 | United Services Automobile Association (Usaa) | Method and system for providing geohazard information to customers |
US8510667B2 (en) * | 2010-04-01 | 2013-08-13 | Autodesk, Inc. | Automated floodplain encroachment computation |
US8914266B2 (en) * | 2010-06-23 | 2014-12-16 | Baron Service, Inc. | Systems and methods for modeling floods |
CA2815998C (en) | 2010-08-11 | 2016-09-13 | Certusview Technologies, Llc | Methods, apparatus and systems for facilitating generation and assessment of engineering plans |
US20120311416A1 (en) * | 2011-06-03 | 2012-12-06 | Hannes Richter | Integrated hazard mapping system |
US20130110399A1 (en) * | 2011-10-31 | 2013-05-02 | Insurance Bureau Of Canada | System and method for predicting and preventing flooding |
US20140257862A1 (en) * | 2011-11-29 | 2014-09-11 | Wildfire Defense Systems, Inc. | Mobile application for risk management |
US20150019262A1 (en) * | 2013-07-11 | 2015-01-15 | Corelogic Solutions, Llc | Method and system for generating a flash flood risk score |
US20150078826A1 (en) * | 2013-09-17 | 2015-03-19 | SmithGroupJJR, Inc. | Water score based site development |
US20160063635A1 (en) * | 2014-03-17 | 2016-03-03 | Emmett Collazo | System, Method, and Apparatus for Flood Risk Analysis |
US10147057B2 (en) * | 2014-08-13 | 2018-12-04 | Intermap Technologies Inc. | Systems and methods for flood zone modeling |
US20160086359A1 (en) * | 2014-09-19 | 2016-03-24 | Caterpillar Inc. | System and method for displaying an elevation line from a raster image |
CN105319391B (en) * | 2015-11-03 | 2018-05-18 | 李爽 | The rainwater flow directional detection method and device of non-linear building |
US10664750B2 (en) | 2016-08-10 | 2020-05-26 | Google Llc | Deep machine learning to predict and prevent adverse conditions at structural assets |
US10535119B2 (en) | 2017-08-11 | 2020-01-14 | Intermap Technologies Inc. | Method and apparatus for enhancing 3D model resolution |
US11783423B1 (en) | 2018-12-14 | 2023-10-10 | Allstate Insurance Company | Connected home system with risk units |
US11532093B2 (en) | 2019-10-10 | 2022-12-20 | Intermap Technologies, Inc. | First floor height estimation from optical images |
US11669794B2 (en) * | 2020-04-06 | 2023-06-06 | Johnson Controls Tyco IP Holdings LLP | Building risk analysis system with geographic risk scoring |
US11551366B2 (en) | 2021-03-05 | 2023-01-10 | Intermap Technologies, Inc. | System and methods for correcting terrain elevations under forest canopy |
US11094135B1 (en) | 2021-03-05 | 2021-08-17 | Flyreel, Inc. | Automated measurement of interior spaces through guided modeling of dimensions |
US12056888B2 (en) | 2021-09-07 | 2024-08-06 | Intermap Technologies, Inc. | Methods and apparatuses for calculating building heights from mono imagery |
CN113935609B (en) * | 2021-10-08 | 2024-05-17 | 天津大学 | Combined risk assessment method for flood inundation with multiple breach in long river section |
CN117196302B (en) * | 2023-09-08 | 2024-07-19 | 北京市应急指挥保障中心 | Regional waterlogging risk prediction method and system based on catchment partition |
Family Cites Families (88)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US4766539A (en) | 1985-03-08 | 1988-08-23 | Fox Henry L | Method of determining the premium for and writing a policy insuring against specified weather conditions |
US4831526A (en) | 1986-04-22 | 1989-05-16 | The Chubb Corporation | Computerized insurance premium quote request and policy issuance system |
US4876648A (en) | 1988-01-12 | 1989-10-24 | Lloyd Clarke B | System and method for implementing and administering a mortgage plan |
US4885706A (en) | 1988-02-03 | 1989-12-05 | Pate Systems, Inc. | Computer aided flood control modeling and management system |
US4975840A (en) | 1988-06-17 | 1990-12-04 | Lincoln National Risk Management, Inc. | Method and apparatus for evaluating a potentially insurable risk |
US6282489B1 (en) | 1993-05-28 | 2001-08-28 | Mapquest.Com, Inc. | Methods and apparatus for displaying a travel route and generating a list of places of interest located near the travel route |
US5546107A (en) | 1994-04-05 | 1996-08-13 | Etak, Inc. | Automatic chain-based conflation of digital maps |
US5559707A (en) | 1994-06-24 | 1996-09-24 | Delorme Publishing Company | Computer aided routing system |
US5848373A (en) | 1994-06-24 | 1998-12-08 | Delorme Publishing Company | Computer aided map location system |
SG75807A1 (en) | 1996-01-11 | 2000-10-24 | Sony Corp | Signal transmitting method and apparatus |
EP0788084B1 (en) | 1996-02-01 | 2004-04-21 | Aisin Aw Co., Ltd. | Navigation system for vehicles and waypoint entering and storage method |
JP3370555B2 (en) | 1996-07-09 | 2003-01-27 | 松下電器産業株式会社 | Pedestrian information provision system |
US20040139049A1 (en) | 1996-08-22 | 2004-07-15 | Wgrs Licensing Company, Llc | Unified geographic database and method of creating, maintaining and using the same |
US5953722A (en) | 1996-10-25 | 1999-09-14 | Navigation Technologies Corporation | Method and system for forming and using geographic data |
US5968109A (en) | 1996-10-25 | 1999-10-19 | Navigation Technologies Corporation | System and method for use and storage of geographic data on physical media |
US5839113A (en) | 1996-10-30 | 1998-11-17 | Okemos Agency, Inc. | Method and apparatus for rating geographical areas using meteorological conditions |
US5873066A (en) | 1997-02-10 | 1999-02-16 | Insurance Company Of North America | System for electronically managing and documenting the underwriting of an excess casualty insurance policy |
US5796634A (en) | 1997-04-01 | 1998-08-18 | Bellsouth Corporation | System and method for identifying the geographic region of a geographic area which contains a geographic zone associated with a location |
US6148261A (en) | 1997-06-20 | 2000-11-14 | American Calcar, Inc. | Personal communication system to send and receive voice data positioning information |
US5946687A (en) | 1997-10-10 | 1999-08-31 | Lucent Technologies Inc. | Geo-enabled personal information manager |
US6118404A (en) | 1998-01-21 | 2000-09-12 | Navigation Technologies Corporation | Method and system for representation of overlapping features in geographic databases |
US5913210A (en) | 1998-03-27 | 1999-06-15 | Call; Charles G. | Methods and apparatus for disseminating product information via the internet |
US6101496A (en) | 1998-06-08 | 2000-08-08 | Mapinfo Corporation | Ordered information geocoding method and apparatus |
US6539080B1 (en) | 1998-07-14 | 2003-03-25 | Ameritech Corporation | Method and system for providing quick directions |
US6163770A (en) | 1998-08-25 | 2000-12-19 | Financial Growth Resources, Inc. | Computer apparatus and method for generating documentation using a computed value for a claims cost affected by at least one concurrent, different insurance policy for the same insured |
IL126962A (en) * | 1998-11-09 | 1999-12-22 | Makor Issues & Rights Ltd | Method and system for optimizing transportation route design |
US6684219B1 (en) | 1999-11-24 | 2004-01-27 | The United States Of America As Represented By The Secretary Of The Navy | Method and apparatus for building and maintaining an object-oriented geospatial database |
US6711554B1 (en) | 1999-12-30 | 2004-03-23 | Lee Salzmann | Method and system for managing and preparing documentation for real estate transactions |
JP2003524259A (en) | 2000-02-22 | 2003-08-12 | メタカルタ インコーポレイテッド | Spatial coding and display of information |
US20010047326A1 (en) | 2000-03-14 | 2001-11-29 | Broadbent David F. | Interface system for a mortgage loan originator compliance engine |
US6631326B1 (en) | 2000-03-29 | 2003-10-07 | Sourceprose Corporation | System and method for performing flood zone certifications |
US7167187B2 (en) | 2000-03-29 | 2007-01-23 | Sourceprose Corporation | System and method for georeferencing digital raster maps using a georeferencing function |
US7038681B2 (en) | 2000-03-29 | 2006-05-02 | Sourceprose Corporation | System and method for georeferencing maps |
US20050159882A1 (en) | 2000-03-29 | 2005-07-21 | Howard John W. | System and method for performing flood zone certicifications |
US7148898B1 (en) | 2000-03-29 | 2006-12-12 | Sourceprose Corporation | System and method for synchronizing raster and vector map images |
US6467994B1 (en) | 2000-05-19 | 2002-10-22 | Daniel B. Stephens & Associates, Inc. | Apparatus and method for beneficial use or handling of run-off or collected water |
US6829690B1 (en) | 2000-05-23 | 2004-12-07 | Navteq North America, Llc | Method and system for accessing spatially organized geographic data in blocks |
US20020035432A1 (en) | 2000-06-08 | 2002-03-21 | Boguslaw Kubica | Method and system for spatially indexing land |
US6591270B1 (en) | 2000-07-28 | 2003-07-08 | Navigation Technologies Corporation | Method for organizing map data |
US7487114B2 (en) | 2000-10-23 | 2009-02-03 | Costar Group, Inc. | System and method for associating aerial images, map features, and information |
US9363409B2 (en) | 2001-03-05 | 2016-06-07 | Digimarc Corporation | Image management system and methods using digital watermarks |
US7061510B2 (en) | 2001-03-05 | 2006-06-13 | Digimarc Corporation | Geo-referencing of aerial imagery using embedded image identifiers and cross-referenced data sets |
US7197160B2 (en) | 2001-03-05 | 2007-03-27 | Digimarc Corporation | Geographic information systems using digital watermarks |
US6950519B2 (en) | 2001-03-05 | 2005-09-27 | Digimarc Corporation | Geographically watermarked imagery and methods |
US7254249B2 (en) | 2001-03-05 | 2007-08-07 | Digimarc Corporation | Embedding location data in video |
US7042470B2 (en) | 2001-03-05 | 2006-05-09 | Digimarc Corporation | Using embedded steganographic identifiers in segmented areas of geographic images and characteristics corresponding to imagery data derived from aerial platforms |
US20020145617A1 (en) | 2001-04-06 | 2002-10-10 | Kennard Robert M. | Methods of marketing maps depicting the location of real property and geographic characteristics in the vicinity thereof |
US20020147613A1 (en) | 2001-04-10 | 2002-10-10 | Kennard Robert M. | Methods of marketing summary maps depicting the location of real property and certain traits in the vicinity thereof |
AUPR458601A0 (en) | 2001-04-24 | 2001-05-24 | Geodata Information Systems Pty Limited | Parcel networks |
WO2002097726A1 (en) | 2001-05-31 | 2002-12-05 | Mapinfo Corporation | System and method for geocoding diverse address formats |
US7054741B2 (en) | 2002-02-11 | 2006-05-30 | Landnet Corporation | Land software tool |
CA2352844C (en) | 2001-07-10 | 2009-11-17 | Geojet Information Solutions Inc. | 3-d map data visualization |
US7092957B2 (en) | 2002-01-18 | 2006-08-15 | Boundary Solutions Incorporated | Computerized national online parcel-level map data portal |
US20030158668A1 (en) | 2002-02-15 | 2003-08-21 | Anderson James J. | System and method of geospatially mapping topological regions and displaying their attributes |
JP4172941B2 (en) | 2002-03-01 | 2008-10-29 | 日立ソフトウエアエンジニアリング株式会社 | Land parcel data creation method and apparatus |
US7082443B1 (en) | 2002-07-23 | 2006-07-25 | Navteq North America, Llc | Method and system for updating geographic databases |
US20040019517A1 (en) | 2002-07-26 | 2004-01-29 | Fidelity National Information Solutions, Inc. | Method of establishing an insurable value estimate for a real estate property |
AU2003263989A1 (en) | 2002-08-05 | 2004-02-23 | Metaedge Corporation | Spatial intelligence system and method |
US7400770B2 (en) | 2002-11-06 | 2008-07-15 | Hrl Laboratories | Method and apparatus for automatically extracting geospatial features from multispectral imagery suitable for fast and robust extraction of landmarks |
US7324666B2 (en) | 2002-11-15 | 2008-01-29 | Whitegold Solutions, Inc. | Methods for assigning geocodes to street addressable entities |
CA2510111A1 (en) | 2002-12-16 | 2004-07-15 | Questerra Corporation | Real-time insurance policy underwriting and risk management |
US20040128170A1 (en) | 2002-12-19 | 2004-07-01 | Mackethan Edwin Robeson | Method for intergrating insurance quotation, payment and issuance to mortgage loan origination process |
US7306216B2 (en) | 2002-12-30 | 2007-12-11 | Samsung Electronics Co., Ltd. | Power transmitting apparatus, power switching apparatus, and driving apparatus of multi-function machine using the same |
US6947842B2 (en) | 2003-01-06 | 2005-09-20 | User-Centric Enterprises, Inc. | Normalized and animated inundation maps |
US7627491B2 (en) | 2003-01-07 | 2009-12-01 | Swiss Reinsurance Company | Method for evaluating flood plain risks |
US6889141B2 (en) | 2003-01-10 | 2005-05-03 | Weimin Li | Method and system to flexibly calculate hydraulics and hydrology of watersheds automatically |
US7099882B2 (en) | 2003-04-29 | 2006-08-29 | Navteq North America, Llc | Method and system for forming, updating, and using a geographic database |
JP4319857B2 (en) | 2003-05-19 | 2009-08-26 | 株式会社日立製作所 | How to create a map |
US7636901B2 (en) | 2003-06-27 | 2009-12-22 | Cds Business Mapping, Llc | System for increasing accuracy of geocode data |
US6934634B1 (en) | 2003-09-22 | 2005-08-23 | Google Inc. | Address geocoding |
US20050075911A1 (en) | 2003-10-03 | 2005-04-07 | Affiliated Flood Group, L.L.C. | Method for producing, selling, and delivering data required by mortgage lenders and servicers to comply with flood insurance monitoring requirements |
EP1690194A4 (en) | 2003-11-25 | 2007-10-17 | Google Inc | System for automatically integrating a digital map system |
US20050177529A1 (en) | 2004-02-09 | 2005-08-11 | John Howard | Risk management method |
US7707050B2 (en) | 2004-03-11 | 2010-04-27 | Risk Management Solutions, Inc. | Systems and methods for determining concentrations of exposure |
US20050209867A1 (en) | 2004-03-18 | 2005-09-22 | Zenodata Corporation | Automated record searching and output generation related thereto |
US20050273346A1 (en) | 2004-06-02 | 2005-12-08 | Frost Richard N | Real property information management system and method |
US9105061B2 (en) | 2004-06-16 | 2015-08-11 | Redfin Corporation | Online marketplace for real estate transactions |
US9213461B2 (en) | 2004-06-16 | 2015-12-15 | Redfin Corporation | Web-based real estate mapping system |
WO2006002687A2 (en) * | 2004-06-30 | 2006-01-12 | Swiss Reinsurance Company | Method and system for automated location-dependent recognition of flood risks |
US20060041375A1 (en) | 2004-08-19 | 2006-02-23 | Geographic Data Technology, Inc. | Automated georeferencing of digitized map images |
JP4521235B2 (en) | 2004-08-25 | 2010-08-11 | 日立ソフトウエアエンジニアリング株式会社 | Apparatus and method for extracting change of photographed image |
KR100754385B1 (en) | 2004-09-30 | 2007-08-31 | 삼성전자주식회사 | Apparatus and method for object localization, tracking, and separation using audio and video sensors |
US20060126959A1 (en) | 2004-12-13 | 2006-06-15 | Digitalglobe, Inc. | Method and apparatus for enhancing a digital image |
US7383125B2 (en) | 2005-05-16 | 2008-06-03 | Alpine Electronics, Inc. | Navigation method and system for accurately estimating positions of street address numbers |
US7660430B2 (en) | 2005-05-23 | 2010-02-09 | Digitalglobe, Inc. | Method and apparatus for determination of water pervious surfaces |
KR20070094119A (en) | 2006-03-16 | 2007-09-20 | 주식회사 동진쎄미켐 | Conductive coating composition for protective film and method for producing coating layer using the same |
US20080055096A1 (en) | 2006-06-09 | 2008-03-06 | Aylward James A | Real-time modeling analysis of hazards data with large numbers of locations and with customized reporting and web-based delivery |
WO2008002518A2 (en) | 2006-06-23 | 2008-01-03 | Aylward James A | System for remote data geocoding |
-
2007
- 2007-10-16 US US11/974,911 patent/US7917292B1/en active Active
-
2012
- 2012-06-18 US US13/526,087 patent/US20120259550A1/en not_active Abandoned
Cited By (26)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US9471835B2 (en) | 2008-02-12 | 2016-10-18 | Certusview Technologies, Llc | Electronic manifest of underground facility locate marks |
US8907978B2 (en) | 2008-02-12 | 2014-12-09 | Certusview Technologies, Llc | Methods, apparatus and systems for generating searchable electronic records of underground facility locate and/or marking operations |
US9280269B2 (en) | 2008-02-12 | 2016-03-08 | Certusview Technologies, Llc | Electronic manifest of underground facility locate marks |
US9256964B2 (en) | 2008-02-12 | 2016-02-09 | Certusview Technologies, Llc | Electronically documenting locate operations for underground utilities |
US8994749B2 (en) | 2008-02-12 | 2015-03-31 | Certusview Technologies, Llc | Methods, apparatus and systems for generating searchable electronic records of underground facility locate and/or marking operations |
US9183646B2 (en) | 2008-02-12 | 2015-11-10 | Certusview Technologies, Llc | Apparatus, systems and methods to generate electronic records of underground facility marking operations performed with GPS-enabled marking devices |
US9177280B2 (en) | 2009-02-10 | 2015-11-03 | Certusview Technologies, Llc | Methods, apparatus, and systems for acquiring an enhanced positive response for underground facility locate and marking operations based on an electronic manifest documenting physical locate marks on ground, pavement, or other surface |
US9773217B2 (en) | 2009-02-10 | 2017-09-26 | Certusview Technologies, Llc | Methods, apparatus, and systems for acquiring an enhanced positive response for underground facility locate and marking operations |
US8902251B2 (en) | 2009-02-10 | 2014-12-02 | Certusview Technologies, Llc | Methods, apparatus and systems for generating limited access files for searchable electronic records of underground facility locate and/or marking operations |
US9235821B2 (en) | 2009-02-10 | 2016-01-12 | Certusview Technologies, Llc | Methods, apparatus, and systems for providing an enhanced positive response for underground facility locate and marking operations based on an electronic manifest documenting physical locate marks on ground, pavement or other surface |
US8928693B2 (en) | 2009-07-07 | 2015-01-06 | Certusview Technologies, Llc | Methods, apparatus and systems for generating image-processed searchable electronic records of underground facility locate and/or marking operations |
US9165331B2 (en) | 2009-07-07 | 2015-10-20 | Certusview Technologies, Llc | Methods, apparatus and systems for generating searchable electronic records of underground facility locate and/or marking operations and assessing aspects of same |
US9189821B2 (en) | 2009-07-07 | 2015-11-17 | Certusview Technologies, Llc | Methods, apparatus and systems for generating digital-media-enhanced searchable electronic records of underground facility locate and/or marking operations |
US9159107B2 (en) | 2009-07-07 | 2015-10-13 | Certusview Technologies, Llc | Methods, apparatus and systems for generating location-corrected searchable electronic records of underground facility locate and/or marking operations |
US8830265B2 (en) | 2009-07-07 | 2014-09-09 | Certusview Technologies, Llc | Methods, apparatus and systems for generating searchable electronic records of underground facility marking operations and assessing aspects of same |
US8917288B2 (en) | 2009-07-07 | 2014-12-23 | Certusview Technologies, Llc | Methods, apparatus and systems for generating accuracy-annotated searchable electronic records of underground facility locate and/or marking operations |
US8907980B2 (en) | 2009-07-07 | 2014-12-09 | Certus View Technologies, LLC | Methods, apparatus and systems for generating searchable electronic records of underground facility locate and/or marking operations |
US9639757B2 (en) * | 2011-09-23 | 2017-05-02 | Corelogic Solutions, Llc | Building footprint extraction apparatus, method and computer program product |
US20130077819A1 (en) * | 2011-09-23 | 2013-03-28 | Wei Du | Building footprint extraction apparatus, method and computer program product |
US10528811B2 (en) | 2011-09-23 | 2020-01-07 | Corelogic Solutions, Llc | Building footprint extraction apparatus, method and computer program product |
JP2018013995A (en) * | 2016-07-21 | 2018-01-25 | 株式会社竹中工務店 | Crime damage cost estimation device and program |
WO2018027332A1 (en) * | 2016-08-08 | 2018-02-15 | Comercial E Industrial Gesecology Limitada | Method and system for the analysis and generation of early or predictive alerts concerning the stability of slopes in open-pit mines |
US11436680B2 (en) | 2018-06-06 | 2022-09-06 | Aon Global Operations Se, Singapore Branch | Systems, methods, and platform for estimating risk of catastrophic events |
US11555701B2 (en) * | 2019-05-02 | 2023-01-17 | Corelogic Solutions, Llc | Use of a convolutional neural network to auto-determine a floor height and floor height elevation of a building |
US12056611B2 (en) | 2019-05-02 | 2024-08-06 | Corelogic Solutions, Llc | Use of a convolutional neural network to auto-determine a floor height and floor height elevation of a building |
US11681966B2 (en) | 2021-02-24 | 2023-06-20 | Fannie Mae | Systems and methods for enhanced risk identification based on textual analysis |
Also Published As
Publication number | Publication date |
---|---|
US7917292B1 (en) | 2011-03-29 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
US7917292B1 (en) | Systems and methods for flood risk assessment | |
US9213994B2 (en) | Systems and methods for quantifying flood risk | |
Tate et al. | Flood exposure and social vulnerability in the United States | |
Narayan et al. | The value of coastal wetlands for flood damage reduction in the northeastern USA | |
Lin et al. | Dealing with hurricane surge flooding in a changing environment: part I. Risk assessment considering storm climatology change, sea level rise, and coastal development | |
Chen et al. | From hazard to impact: flood damage assessment tools for mega cities | |
Fereshtehpour et al. | DEM resolution effects on coastal flood vulnerability assessment: Deterministic and probabilistic approach | |
US20070143019A1 (en) | Method and system for automated location-dependent recognition of flood risks | |
Lamichhane et al. | Effect of input data in hydraulic modeling for flood warning systems | |
US20140278561A1 (en) | Computerized system and method for determining flood risk | |
AU2014203819A1 (en) | Method and system for generating a flash flood risk score | |
National Research Council et al. | Tying flood insurance to flood risk for low-lying structures in the floodplain | |
Balomenos et al. | Impact of coastal hazards on residents’ spatial accessibility to health services | |
Frazier et al. | Socioeconomic implications of national flood insurance policy reform and flood insurance rate map revisions | |
Thistlethwaite et al. | Application of re/insurance models to estimate increases in flood risk due to climate change | |
Chavas et al. | US hurricanes and economic damage: Extreme value perspective | |
Shao et al. | Assessing community vulnerability to floods and hurricanes along the Gulf Coast of the United States | |
Pinelli et al. | Uncertainty reduction through data management in the development, validation, calibration, and operation of a hurricane vulnerability model | |
Follum et al. | Improved accuracy and efficiency of flood inundation mapping of low-, medium-, and high-flow events using the AutoRoute model | |
Longenecker et al. | A rapid flood risk assessment method for response operations and nonsubject‐matter‐expert community planning | |
Miura et al. | Optimization of coastal protections in the presence of climate change | |
Thomson et al. | Systemic financial risk arising from residential flood losses | |
Javadnejad et al. | LITE Flood: simple GIS-based mapping approach for real-time redelineation of multifrequency floods | |
Li et al. | Flood-induced geomorphic change of floodplain extent and depth: a case study of hurricane maria in Puerto Rico | |
Alabbad et al. | Geo-spatial analysis of built-environment exposure to flooding: Iowa case study |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
STCB | Information on status: application discontinuation |
Free format text: ABANDONED -- FAILURE TO RESPOND TO AN OFFICE ACTION |