CN107423858A - A kind of urban planning method and system - Google Patents

A kind of urban planning method and system Download PDF

Info

Publication number
CN107423858A
CN107423858A CN201710640937.9A CN201710640937A CN107423858A CN 107423858 A CN107423858 A CN 107423858A CN 201710640937 A CN201710640937 A CN 201710640937A CN 107423858 A CN107423858 A CN 107423858A
Authority
CN
China
Prior art keywords
detected
region
information
city
temperature
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.)
Pending
Application number
CN201710640937.9A
Other languages
Chinese (zh)
Inventor
杜光东
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Shenzhen Shenglu IoT Communication Technology Co Ltd
Original Assignee
Shenzhen Shenglu IoT Communication Technology Co Ltd
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by Shenzhen Shenglu IoT Communication Technology Co Ltd filed Critical Shenzhen Shenglu IoT Communication Technology Co Ltd
Priority to CN201710640937.9A priority Critical patent/CN107423858A/en
Publication of CN107423858A publication Critical patent/CN107423858A/en
Pending legal-status Critical Current

Links

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION 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
    • G06Q10/00Administration; Management
    • G06Q10/04Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
    • G06Q10/043Optimisation of two dimensional placement, e.g. cutting of clothes or wood
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION 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
    • G06Q50/00Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/10Services
    • G06Q50/26Government or public services
    • YGENERAL 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
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02ATECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
    • Y02A30/00Adapting or protecting infrastructure or their operation
    • Y02A30/60Planning or developing urban green infrastructure

Landscapes

  • Business, Economics & Management (AREA)
  • Human Resources & Organizations (AREA)
  • Engineering & Computer Science (AREA)
  • Economics (AREA)
  • Strategic Management (AREA)
  • Tourism & Hospitality (AREA)
  • Physics & Mathematics (AREA)
  • Development Economics (AREA)
  • Theoretical Computer Science (AREA)
  • Marketing (AREA)
  • General Physics & Mathematics (AREA)
  • General Business, Economics & Management (AREA)
  • Game Theory and Decision Science (AREA)
  • Quality & Reliability (AREA)
  • Operations Research (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Educational Administration (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Primary Health Care (AREA)
  • Image Processing (AREA)
  • Radiation Pyrometers (AREA)

Abstract

The present invention relates to a kind of urban planning method, including:S1, the city to city to be detected carry out region division, obtain multiple regions to be detected;S2, the multiple infrared images and weather information for gathering each region to be detected in multiple regions to be detected in real time, and the suburb temperature in city to be detected;S3, the Heat Island according to multiple infrared images in each region to be detected, weather information and each region to be detected of suburb temperature acquisition, are emphasis region by the zone marker to be detected that Heat Island reaches predetermined threshold value;S4, Back ground Information and Heat Island to key area carry out comprehensive analysis, obtain the interaction relationship between Back ground Information and Heat Island;S5, the urban planning suggestion for determining according to interaction relationship city to be detected.The beneficial effect of above-described embodiment:Cost is low, precision is high and simple to operate.

Description

A kind of urban planning method and system
Technical field
The present invention relates to urban heat land effect field, more particularly to a kind of urban planning method and system.
Background technology
From energy crisis the 1970s, World Developed Countries have begun to pay attention to this problem, and put into effect one in succession The system and policy of series are to promote green building.China's successively issue two《Green building assessment standard》, stem is in 2006 Year comes into effect, and new evaluation criterion was implemented in 2015, while abrogated primary standard.And in green building assessment system, heat An index of the island intensity as city city evaluation of thermal environment.
The method of measurement tropical island effect mainly has two kinds at present:Field observation method, by near the ground to practical study pair As being observed, direct local climate data are obtained by measuring point;Remote sensing observations method, based on sensor and its carrying platform, nothing Testee need to be contacted, obtains its hot attribute.
Field observation method has two kinds of fixed observer and mobile observation, can direct measurement go out air themperature, still, its shortcoming It is:Need 24 hours execute-in-places of more personnel, and restricted by cloth dot density and glide path quantity, influence measurement accuracy and Measurement data synchronism.
The measurement of remote sensing observations method is surface temperature, because air themperature can not be raised directly by solar radiation, but Earth's surface is heated by solar radiation first, then the thermal infrared radiation indirectly heat through atmospheric turbulance and earth's surface non-atmospheric window. At present using the carrying platform of remote sensing observations method it is more have an aerial platform and space platform, including aircraft, low latitude nobody drive Sail aircraft, balloon, artificial satellite etc..Such method is more suitable for studying city or larger range of tropical island effect, and for city The research of area's tropical island effect, it is using the shortcomings that both carrying platforms:Cost height, low precision, complex operation.
The content of the invention
In order to solve the above technical problems, the invention provides a kind of urban planning method and system.
In a first aspect, the invention provides a kind of urban planning method, including:
S1, the city to city to be detected carry out region division, obtain multiple regions to be detected;
S2, the multiple infrared images for gathering each region to be detected in the multiple region to be detected in real time and meteorological letter Breath, and the suburb temperature in the city to be detected;
S3, the multiple infrared image, the weather information and the suburb temperature according to each region to be detected Degree obtains the Heat Island in each region to be detected, and the Heat Island is reached to the zone marker to be detected of predetermined threshold value For emphasis region;
S4, comprehensive analysis is carried out to the Back ground Information of the key area and the Heat Island, obtain the basis letter Interaction relationship between breath and the Heat Island;
S5, the urban planning suggestion for determining according to the interaction relationship city to be detected.
The beneficial effect of above-described embodiment:Region division is carried out to the city in city to be detected first, obtained multiple to be checked Region is surveyed, is then obtained by the multiple infrared image, the weather information and the suburb temperature that collect each to be checked The Heat Island in region is surveyed, and it is emphasis region that Heat Island is reached into the zone marker of predetermined threshold value, finally to key area Comprehensive analysis is carried out, obtains the urban planning suggestion in the city city to be detected of key area representative, cost is low, precision is high and grasps Make simple.
Further, before step A1, in addition to:
A0, the multiple infrared image to each region to be detected carry out geometric correction and radiant correction.
The beneficial effect of above-described embodiment:Correction and eliminate the geometric position of each atural object on infrared image, shape, size, The features such as orientation require inconsistent caused deformation with the expression in reference system, eliminate or correction infrared image is because of radiation Error and the process for causing image distortion.
Second aspect, the invention provides a kind of Urban Planning System, it is characterised in that including:
Division module, for carrying out region division to the city in city to be detected, obtain multiple regions to be detected;
Acquisition module, for gathering multiple infrared figures in each region to be detected in the multiple region to be detected in real time Picture and weather information, and the suburb temperature in the city to be detected;
Acquisition module, for the multiple infrared image according to each region to be detected, the weather information and The suburb temperature obtains the Heat Island in each region to be detected, and the Heat Island is reached into the to be checked of predetermined threshold value Survey zone marker is emphasis region;
Analysis module, comprehensive analysis is carried out for the Back ground Information to the key area and the Heat Island, is obtained Interaction relationship between the Back ground Information and the Heat Island;
Determining module, for determining the urban planning suggestion in the city to be detected according to the interaction relationship.
The beneficial effect of above-described embodiment:Region division is carried out to the city in city to be detected first, obtained multiple to be checked Region is surveyed, is then obtained by the multiple infrared image, the weather information and the suburb temperature that collect each to be checked The Heat Island in region is surveyed, and it is emphasis region that Heat Island is reached into the zone marker of predetermined threshold value, finally to key area Comprehensive analysis is carried out, obtains the urban planning suggestion in the city city to be detected of key area representative, cost is low, precision is high and grasps Make simple.
Further, acquisition module also includes:
Correction module, for carrying out geometric correction and radiation school to the multiple infrared image in each region to be detected Just.
The beneficial effect of above-described embodiment:Correction and eliminate the geometric position of each atural object on infrared image, shape, size, The features such as orientation require inconsistent caused deformation with the expression in reference system, eliminate or correction infrared image is because of radiation Error and the process for causing image distortion.
Brief description of the drawings
Fig. 1 is a kind of schematic flow sheet of urban planning method provided in an embodiment of the present invention;
Fig. 2 is a kind of schematic flow sheet for urban planning method that another embodiment of the present invention provides;
Fig. 3 is a kind of schematic flow sheet for urban planning method that another embodiment of the present invention provides;
Fig. 4 is a kind of schematic flow sheet for urban planning method that another embodiment of the present invention provides;
Fig. 5 is a kind of structural representation for Urban Planning System that another embodiment of the present invention provides;
Fig. 6 is a kind of structural representation for Urban Planning System that another embodiment of the present invention provides;
Fig. 7 is a kind of signaling diagram for urban planning method that another embodiment of the present invention provides.
Embodiment
In describing below, in order to illustrate rather than in order to limit, it is proposed that such as particular system structure, interface, technology it The detail of class, understand the present invention to cut thoroughly.However, it will be clear to one skilled in the art that there is no these specific The present invention can also be realized in the other embodiments of details.In other situations, omit to well-known system, circuit and The detailed description of method, in case unnecessary details hinders description of the invention.
Fig. 1 is a kind of schematic flow sheet of urban planning method provided in an embodiment of the present invention.
Specifically as shown in figure 1, specifically including:
S101, the city to city to be detected carry out region division, obtain multiple regions to be detected.
Subregion is carried out to city to be detected, subregion can be carried out according to geographic factor, can also be according to historical factor, building Factor, demographic factor etc. carry out subregion, obtain multiple regions to be detected.
Tropical island effect, refer to due to artificial origin, change the factors such as the local temperature, humidity, cross-ventilation of urban surface, Urban microclimate variation phenomenon caused by entering.The phenomenon, belong to one of most obvious feature of urban climate.Due to urban architecture The intensive, asphalt road of group and cement pavement have bigger heat absorption rate and smaller specific heat capacity than the soil in suburb, vegetation so that city The heating of city area is very fast, and is largely radiated into surrounding and air, causes same time city temperature and is generally higher than surrounding Suburb temperature, the city of high temperature are among the suburb encirclement of low temperature, and such as the island in boundless ocean, people are this phenomenon Referred to as tropical island effect.
S102, the multiple infrared images for gathering each region to be detected in multiple regions to be detected in real time and meteorological letter Breath, and the suburb temperature in city to be detected.
Each region to be detected is shot from all angles by infrared image acquisition device, obtained each to be detected Multiple infrared images in region, the weather information and suburb temperature in each region to be detected are obtained by meteorological data collection device Degree.
Multiple infrared images, weather information and the suburb temperature in each region to be detected of S103, basis obtain each to be checked The Heat Island in region is surveyed, is emphasis region by the zone marker to be detected that Heat Island reaches predetermined threshold value.
Transport module in infrared image acquisition device by TCP or http protocol by infrared image delivery to server, Infrared image acquisition device also includes DTU (Data Transfer unit) communication module, and DTU is used exclusively for serial data Be converted to IP data or IP data be converted into the wireless terminal device that serial data transmitted by cordless communication network, DTU can be attached with various using the user equipment of serial communication, and user equipment need not be changed, and difference is used The serial ports parameter of family equipment is different, be according to the actual parameter of user equipment serial ports during the serial ports of DTU connection user equipmenies Relative set is carried out to DTU ends, ensures proper communication and the reliable data transmission of user equipment.Server comprehensive analysis is each treated Multiple infrared images, weather information and the suburb temperature of detection zone, obtain Heat Island, and Heat Island reflects the area to be detected The tropical island effect in domain, it is emphasis region by the zone marker to be detected that Heat Island reaches predetermined threshold value, the bigger heat of Heat Island Island effect is bigger, representative stronger, is marked, it is distinguished with other regions to be detected so that subsequent step Execution more high efficiency.
S104, Back ground Information and Heat Island to key area carry out comprehensive analysis, and it is strong with heat island to obtain Back ground Information Interaction relationship between degree.
Back ground Information and Heat Island to key area carry out com-parison and analysis, and the interaction obtained between the two is closed System, and the size of relation, Back ground Information include:Geographical location information, vegetation information, hydrographic information, architecture information, population are close Spend information and transport information.
S105, the urban planning suggestion for determining according to interaction relationship city to be detected.
If the size effect of vegetation information and hydrographic information to Heat Island is very big, urban planning can carried out When, consider to add or reduce vegetation and water body in designated area, city temperature is adjusted by adjusting Heat Island.
A kind of urban planning method provided in an embodiment of the present invention, region stroke is carried out to the city in city to be detected first Point, multiple regions to be detected are obtained, are then obtained respectively by the multiple infrared images, weather information and the suburb temperature that collect The Heat Island in individual region to be detected, and it is emphasis region that Heat Island is reached into the zone marker of predetermined threshold value, last counterweight Point region carries out comprehensive analysis, obtains the urban planning suggestion in the city city to be detected of key area representative, cost is low, precision It is high and simple to operate.
Fig. 2 is a kind of schematic flow sheet of urban planning method provided in an embodiment of the present invention.
Specifically as shown in Fig. 2 specifically including:
S201, the city to city to be detected carry out region division, obtain multiple regions to be detected.
Subregion is carried out to city to be detected, subregion can be carried out according to geographic factor, can also be according to historical factor, building Factor, demographic factor etc. carry out subregion, obtain multiple regions to be detected.
Tropical island effect, refer to due to artificial origin, change the factors such as the local temperature, humidity, cross-ventilation of urban surface, Urban microclimate variation phenomenon caused by entering.The phenomenon, belong to one of most obvious feature of urban climate.Due to urban architecture The intensive, asphalt road of group and cement pavement have bigger heat absorption rate and smaller specific heat capacity than the soil in suburb, vegetation so that city The heating of city area is very fast, and is largely radiated into surrounding and air, causes same time city temperature and is generally higher than surrounding Suburb temperature, the city of high temperature are among the suburb encirclement of low temperature, and such as the island in boundless ocean, people are this phenomenon Referred to as tropical island effect.
S202, the multiple infrared images for gathering each region to be detected in multiple regions to be detected in real time and meteorological letter Breath, and the suburb temperature in city to be detected.
Each region to be detected is shot from all angles by infrared image acquisition device, obtained each to be detected Multiple infrared images in region, the weather information and suburb temperature in each region to be detected are obtained by meteorological data collection device Degree.
Multiple infrared images, weather information and the suburb temperature in each region to be detected of S203, basis obtain each to be checked The Heat Island in region is surveyed, is emphasis region by the zone marker to be detected that Heat Island reaches predetermined threshold value.
Comprehensive analysis each multiple infrared images in region to be detected, weather information and suburb temperature, obtain Heat Island, Heat Island reflects the tropical island effect in the region to be detected, and the zone marker to be detected that Heat Island is reached to predetermined threshold value is attached most importance to Point region, Heat Island is bigger, and tropical island effect is bigger, representative stronger, is marked, makes itself and other regions to be detected Distinguished so that the execution of subsequent step is more efficient.
In step S203, obtained according to multiple infrared images in each region to be detected, weather information and suburb temperature every The method of the Heat Island in individual region to be detected includes:
S2031, multiple infrared images to each region to be detected splice, and obtain the complete of each region to be detected Image.
Multiple infrared images in each region to be detected are to be shot by infrared image acquisition device from all angles Obtain, be only spliced into a complete image, the underlying surface mean temperature in the region to be detected could be obtained.
Before splicing to multiple infrared images in each region to be detected, it is also necessary to each region to be detected The multiple infrared image carries out geometric correction and radiant correction.When remotely sensed image, due to the posture of aircraft, height, The influence of the factor such as speed and earth rotation, cause image that geometric distortion, this distortion performance occurs relative to ground target Extruding, distortion, stretching and skew etc., the mistake carried out for geometric distortion occurs relative to the physical location of ground target for pixel Difference correction is just named geometric correction.Typically correct and eliminate when remote sensing image is imaged because of material of photographing by a series of mathematical modeling Expect deformation, object lens distortion, Atmosphere Refraction, earth curvature, earth rotation, hypsography etc. various regions on original image caused by factor The features such as the geometric position of thing, shape, size, orientation and the expression in reference system deform caused by requiring inconsistent. The geometric correction of remote sensing image has 3 kinds of schemes at present, i.e., system compensation, using controlling point calibration and composed correction.
Radiant correction refers to due to extraneous factor, system caused by data acquisition and Transmission system, random radiation The correction that distortion or distortion are carried out, eliminates or corrects the process for causing image distortion because of radiation error.Remote sensing image produces spoke The factor for penetrating error (i.e. tonal distortion) mainly has:1. scattering and absorption of the air to electromagenetic wave radiation;2. altitude of the sun is with passing The change of sensor viewing angle;3. change in radiation intensity caused by hypsography;4. sensor detection system performance difference, such as optics The difference of system or different detectors in sensitivity, spectral response and light transmission;5. image processing, such as photograph processing. Image greyscale distortion is relevant with image space frequency.Spatial frequency is higher, i.e., target is cured hour, and radiation error is bigger.Radiate school Just it is being actually a content of image restoration.Correcting mode has two classes:1. sensor radiation corrects.Generally use internal calibration Light source and calibration wedge, such as the radiant correction of Landsat multispectral scanner;2. image radiometric distortions correction.Frequently with physics or Mathematics (calibration curve or various algorithms) method, such as space filtering, smoothing, correct various tonal distortions and fault, grey point, bar The radiation error of the discrete form of line, signal deletion equal distribution on whole image.Wherein the correction of atmospheric effect can also pass through Reflected radiation flux and image density are surveyed, and regression analysis is carried out to data to be corrected.
The underlying surface that each region to be detected is calculated in the complete image in each region to be detected of S2032, basis is averaged Temperature.
The landscape characteristics that every width infrared image is got are differed, and multiple infrared images are being spliced into one completely During image, then the underlying surface mean temperature according to corresponding to obtaining complete image is needed.
S2033, obtained according to underlying surface mean temperature, weather information and the preparatory condition in each region to be detected and each treated The surface air temperature of detection zone.
Under conditions of choosing summer cloudless fine day, and wind speed<4.5m/s data are valid data, and preparatory condition is:Under It is constant to meet linear relationship Ts=a+bTa, a and b between pad face mean temperature Ts and surface air temperature Ta, by above-mentioned Surface air temperature Ta can be calculated in formula.
S2034, the surface air temperature according to each region to be detected and each region to be detected of suburb temperature acquisition Heat Island.
Heat Island H is underlying surface mean temperature Ts and suburb temperature Tc difference, H=Ta-Tc, according to the size of H values To evaluate city tropical island effect.
S204, Back ground Information and Heat Island to key area carry out comprehensive analysis, and it is strong with heat island to obtain Back ground Information Interaction relationship between degree.
Back ground Information and Heat Island to key area carry out com-parison and analysis, and the interaction obtained between the two is closed System, and the size of relation, Back ground Information include:Geographical location information, vegetation information, hydrographic information, architecture information, population are close Spend information and transport information.
S205, the urban planning suggestion for determining according to interaction relationship city to be detected.
If the size effect of vegetation information and hydrographic information to Heat Island is very big, urban planning can carried out When, consider to add or reduce vegetation and water body in designated area, city temperature is adjusted by adjusting Heat Island.
A kind of urban planning method provided in an embodiment of the present invention, in the case that weather in weather information is suitable, lead to The relation crossed between underlying surface mean temperature and surface air temperature and the underlying surface mean temperature being calculated are calculated Surface air temperature, the Heat Island in each region to be detected is the difference of surface air temperature and suburb temperature, hot Island intensity can be used for evaluating tropical island effect, and the strong region of tropical island effect is analyzed as key area, obtains emphasis area Interaction relationship between the Back ground Information and Heat Island in domain, for example vegetation information and hydrographic information are to the work of Heat Island With very greatly, then can be built to urban construction personnel proposition designated area addition or the more preferable urban planning of reduction vegetation and water body etc. View.
Fig. 3 is a kind of schematic flow sheet of urban planning method provided in an embodiment of the present invention.
Specifically as shown in figure 3, specifically including:
S301, the city to city to be detected carry out region division, obtain multiple regions to be detected.
Subregion is carried out to city to be detected, subregion can be carried out according to geographic factor, can also be according to historical factor, building Factor, demographic factor etc. carry out subregion, obtain multiple regions to be detected.
Tropical island effect, refer to due to artificial origin, change the factors such as the local temperature, humidity, cross-ventilation of urban surface, Urban microclimate variation phenomenon caused by entering.The phenomenon, belong to one of most obvious feature of urban climate.Due to urban architecture The intensive, asphalt road of group and cement pavement have bigger heat absorption rate and smaller specific heat capacity than the soil in suburb, vegetation so that city The heating of city area is very fast, and is largely radiated into surrounding and air, causes same time city temperature and is generally higher than surrounding Suburb temperature, the city of high temperature are among the suburb encirclement of low temperature, and such as the island in boundless ocean, people are this phenomenon Referred to as tropical island effect.
S302, the multiple infrared images for gathering each region to be detected in multiple regions to be detected in real time and meteorological letter Breath, and the suburb temperature in city to be detected.
Each region to be detected is shot from all angles by infrared image acquisition device, obtained each to be detected Multiple infrared images in region, the weather information and suburb temperature in each region to be detected are obtained by meteorological data collection device Degree.
Multiple infrared images, weather information and the suburb temperature in each region to be detected of S303, basis obtain each to be checked The Heat Island in region is surveyed, is emphasis region by the zone marker to be detected that Heat Island reaches predetermined threshold value.
Comprehensive analysis each multiple infrared images in region to be detected, weather information and suburb temperature, obtain Heat Island, Heat Island reflects the tropical island effect in the region to be detected, and the zone marker to be detected that Heat Island is reached to predetermined threshold value is attached most importance to Point region, Heat Island is bigger, and tropical island effect is bigger, representative stronger, is marked, makes itself and other regions to be detected Distinguished so that the execution of subsequent step is more efficient.
In step S303, obtained according to multiple infrared images in each region to be detected, weather information and suburb temperature every The method of the Heat Island in individual region to be detected includes:
S3031, multiple infrared images to each region to be detected splice, and obtain the complete of each region to be detected Image.
Multiple infrared images in each region to be detected are to be shot by infrared image acquisition device from all angles Obtain, be only spliced into a complete image, the underlying surface mean temperature in the region to be detected could be obtained.
Step S3031 is specifically included:
S30311, multiple infrared images to each region to be detected screen, and the removal precision of images does not meet default The infrared image of precision.
S30312, multiple infrared images after screening are carried out with images match and image synthesis, obtain each area to be detected The complete image in domain.
Images match:The alignment on image space is completed, the multiple image that image collecting device outside Different Red is shot is entered Row matching and alignment, characteristic point is found in remote sensing images overlapping region, calculates the corresponding coordinate point of characteristic point in a reference image Position, homography is calculated according to corresponding relation so that between image overlapping areas be aligned, by the seat of remote sensing images Mark system is converted into consistent with the coordinate system of reference picture.Image synthesizes:Splicing is carried out to seamlessly transit processing, completes gray scale On fusion, a wide range of image of final output.
The underlying surface that each region to be detected is calculated in the complete image in each region to be detected of S3032, basis is averaged Temperature.
S3033, obtained according to underlying surface mean temperature, weather information and the preparatory condition in each region to be detected and each treated The surface air temperature of detection zone.
Under conditions of choosing summer cloudless fine day, and wind speed<4.5m/s data are valid data, and preparatory condition is:Under It is constant to meet linear relationship Ts=a+bTa, a and b between pad face mean temperature Ts and surface air temperature Ta, by above-mentioned Surface air temperature Ta can be calculated in formula.
S3034, the surface air temperature according to each region to be detected and each region to be detected of suburb temperature acquisition Heat Island.
Heat Island H is underlying surface mean temperature Ts and suburb temperature Tc difference, H=Ta-Tc, according to the size of H values To evaluate city tropical island effect.
S304, Back ground Information and Heat Island to key area carry out comprehensive analysis, and it is strong with heat island to obtain Back ground Information Interaction relationship between degree.
Back ground Information and Heat Island to key area carry out com-parison and analysis, and the interaction obtained between the two is closed System, and the size of relation, Back ground Information include:Geographical location information, vegetation information, hydrographic information, architecture information, population are close Spend information and transport information.
S305, the urban planning suggestion for determining according to interaction relationship city to be detected.
If the size effect of vegetation information and hydrographic information to Heat Island is very big, urban planning can carried out When, consider to add in designated area or reduce vegetation and water body, so as to adjust Heat Island.
A kind of urban planning method provided in an embodiment of the present invention, multiple infrared images in each region to be detected are carried out Screening, the infrared image that the precision of images does not meet default precision is removed, measurement accuracy is improved, to multiple infrared images after screening Images match and image synthesis are carried out, splicing is carried out to seamlessly transit processing, the fusion in gray scale is completed, obtains more complete Image.
Fig. 4 is a kind of schematic flow sheet of urban planning method provided in an embodiment of the present invention.
Specifically as shown in figure 4, specifically including:
S401, the city to city to be detected carry out region division, obtain multiple regions to be detected.
Subregion is carried out to city to be detected, subregion can be carried out according to geographic factor, can also be according to historical factor, building Factor, demographic factor etc. carry out subregion, obtain multiple regions to be detected.
Tropical island effect, refer to due to artificial origin, change the factors such as the local temperature, humidity, cross-ventilation of urban surface, Urban microclimate variation phenomenon caused by entering.The phenomenon, belong to one of most obvious feature of urban climate.Due to urban architecture The intensive, asphalt road of group and cement pavement have bigger heat absorption rate and smaller specific heat capacity than the soil in suburb, vegetation so that city The heating of city area is very fast, and is largely radiated into surrounding and air, causes same time city temperature and is generally higher than surrounding Suburb temperature, the city of high temperature are among the suburb encirclement of low temperature, and such as the island in boundless ocean, people are this phenomenon Referred to as tropical island effect.
S402, the multiple infrared images for gathering each region to be detected in multiple regions to be detected in real time and meteorological letter Breath, and the suburb temperature in city to be detected.
Each region to be detected is shot from all angles by infrared image acquisition device, obtained each to be detected Multiple infrared images in region, the weather information and suburb temperature in each region to be detected are obtained by meteorological data collection device Degree.
Multiple infrared images, weather information and the suburb temperature in each region to be detected of S403, basis obtain each to be checked The Heat Island in region is surveyed, is emphasis region by the zone marker to be detected that Heat Island reaches predetermined threshold value.
Comprehensive analysis each multiple infrared images in region to be detected, weather information and suburb temperature, obtain Heat Island, Heat Island reflects the tropical island effect in the region to be detected, and the zone marker to be detected that Heat Island is reached to predetermined threshold value is attached most importance to Point region, Heat Island is bigger, and tropical island effect is more obvious, representative stronger, is marked, makes itself and other areas to be detected Distinguished in domain so that the execution of subsequent step is more efficient.
In step S403, obtained according to multiple infrared images in each region to be detected, weather information and suburb temperature every The method of the Heat Island in individual region to be detected includes:
S4031, multiple infrared images to each region to be detected splice, and obtain the complete of each region to be detected Image.
Multiple infrared images in each region to be detected are to be shot by infrared image acquisition device from all angles Obtain, be only spliced into a complete image, the underlying surface mean temperature in the region to be detected could be obtained.
S4032, by Area-weighted method the complete image in each region to be detected is calculated, obtained each to be checked Survey the underlying surface mean temperature in region.
The underlying surface mean temperature Ts in some region to be detected, average weighted formula are calculated using Area-weighted method For:Ts=(S1 × t1+S2 × t2+ ...+Sn × tn)/S, wherein, S is the gross area of whole region complete image to be detected, S1, S2 ... Sn are respectively the area of several infrared images of the outer image collecting device shooting of Different Red, and t1, t2 ... tn distinguish For the mean temperature of several infrared images.
S4033, obtained according to underlying surface mean temperature, weather information and the preparatory condition in each region to be detected and each treated The surface air temperature of detection zone.
Under conditions of choosing summer cloudless fine day, and wind speed<4.5m/s data are valid data, and preparatory condition is:Under It is constant to meet linear relationship Ts=a+bTa, a and b between pad face mean temperature Ts and surface air temperature Ta, by above-mentioned Surface air temperature Ta can be calculated in formula.If wind speed is more than<4.5m/s, then it represents that the data of collection are invalid number According to, it is impossible to as according to calculating surface air temperature.
S4034, the surface air temperature according to each region to be detected and each region to be detected of suburb temperature acquisition Heat Island.
Heat Island H is underlying surface mean temperature Ts and suburb temperature Tc difference, H=Ta-Tc, according to the size of H values To evaluate city tropical island effect.
S404, Back ground Information and Heat Island to key area carry out comprehensive analysis, and it is strong with heat island to obtain Back ground Information Interaction relationship between degree.
Back ground Information and Heat Island to key area carry out com-parison and analysis, and the interaction obtained between the two is closed System, and the size of relation, Back ground Information include:Geographical location information, vegetation information, hydrographic information, architecture information, population are close Spend information and transport information.
S405, the urban planning suggestion for determining according to interaction relationship city to be detected.
If the size effect of vegetation information and hydrographic information to Heat Island is very big, urban planning can carried out When, consider to add in designated area or reduce vegetation and water body, so as to adjust Heat Island.
A kind of urban planning method provided in an embodiment of the present invention, by Area-weighted method to each region to be detected Complete image is calculated, and not only calculating process is simple for Area-weighted method, and result of calculation is accurate, and then is improved at data Manage efficiency, can the more accurate underlying surface mean temperature for obtaining each region to be detected more quickly, and then can more it is accurate more The Heat Island in each region to be detected is rapidly obtained, Heat Island can be used for evaluating tropical island effect, and tropical island effect is strong Region analyzed as key area, obtain interaction between the Back ground Information of key area and Heat Island and close System, such as the effect of vegetation information and hydrographic information to Heat Island are very big, then urban construction personnel can to propose to specify area Add or reduce the preferably urban planning suggestion such as vegetation and water body in domain.
Fig. 5 is a kind of structural representation of Urban Planning System provided in an embodiment of the present invention.
Specifically as shown in figure 5, specifically including:
Division module 501, for carrying out region division to the city in city to be detected, obtain multiple regions to be detected.
Subregion is carried out to city to be detected, subregion can be carried out according to geographic factor, can also be according to historical factor, building Factor, demographic factor etc. carry out subregion, obtain multiple regions to be detected.
Tropical island effect, refer to due to artificial origin, change the factors such as the local temperature, humidity, cross-ventilation of urban surface, Urban microclimate variation phenomenon caused by entering.The phenomenon, belong to one of most obvious feature of urban climate.Due to urban architecture The intensive, asphalt road of group and cement pavement have bigger heat absorption rate and smaller specific heat capacity than the soil in suburb, vegetation so that city The heating of city area is very fast, and is largely radiated into surrounding and air, causes same time city temperature and is generally higher than surrounding Suburb temperature, the city of high temperature are among the suburb encirclement of low temperature, and such as the island in boundless ocean, people are this phenomenon Referred to as tropical island effect.
Acquisition module 502, for gathering multiple infrared figures in each region to be detected in multiple regions to be detected in real time Picture and weather information, and the suburb temperature in city to be detected.
Each region to be detected is shot from all angles by infrared image acquisition device, obtained each to be detected Multiple infrared images in region, the weather information and suburb temperature in each region to be detected are obtained by meteorological data collection device Degree.
Acquisition module 503, for being obtained according to multiple infrared images, weather information and the suburb temperature in each region to be detected The Heat Island in each region to be detected is taken, is emphasis region by the zone marker to be detected that Heat Island reaches predetermined threshold value.
Comprehensive analysis each multiple infrared images in region to be detected, weather information and suburb temperature, obtain Heat Island, Heat Island reflects the tropical island effect in the region to be detected, and the zone marker to be detected that Heat Island is reached to predetermined threshold value is attached most importance to Point region, Heat Island is bigger, and tropical island effect is bigger, representative stronger, is marked, makes itself and other regions to be detected Distinguished so that the execution of subsequent step more high efficiency.
Analysis module 504, comprehensive analysis is carried out for the Back ground Information to key area and Heat Island, obtains basic letter Interaction relationship between breath and Heat Island.
Back ground Information and Heat Island to key area carry out com-parison and analysis, and the interaction obtained between the two is closed System, and the size of relation, Back ground Information include:Geographical location information, vegetation information, hydrographic information, architecture information, population are close Spend information and transport information.
Determining module 505, for determining the urban planning suggestion in city to be detected according to interaction relationship.
If the size effect of vegetation information and hydrographic information to Heat Island is very big, urban planning can carried out When, consider to add vegetation and water body in designated area, so as to adjust Heat Island.
A kind of Urban Planning System provided in an embodiment of the present invention, region stroke is carried out to the city in city to be detected first Point, multiple regions to be detected are obtained, are then obtained respectively by the multiple infrared images, weather information and the suburb temperature that collect The Heat Island in individual region to be detected, and it is emphasis region that Heat Island is reached into the zone marker of predetermined threshold value, last counterweight Point region carries out comprehensive analysis, obtains the urban planning suggestion in the city city to be detected of key area representative, cost is low, precision It is high and simple to operate.
Fig. 6 is a kind of structural representation of Urban Planning System provided in an embodiment of the present invention.
Specifically as shown in fig. 6, specifically including:
Division module 601, for carrying out region division to the city in city to be detected, obtain multiple regions to be detected.
Acquisition module 602, for gathering multiple infrared figures in each region to be detected in multiple regions to be detected in real time Picture and weather information, and the suburb temperature in city to be detected.
Each region to be detected is shot from all angles by infrared image acquisition device, obtained each to be detected Multiple infrared images in region, the weather information and suburb temperature in each region to be detected are obtained by meteorological data collection device Degree.
Acquisition module 603, for being obtained according to multiple infrared images, weather information and the suburb temperature in each region to be detected The Heat Island in each region to be detected is taken, is emphasis region by the zone marker to be detected that Heat Island reaches predetermined threshold value.
Acquisition module 603 includes:
Splice submodule 6031, for splicing to multiple infrared images in each region to be detected, obtain each treat The complete image of detection zone.
First acquisition submodule 6032, it is each to be detected for being calculated according to the complete image in each region to be detected The underlying surface mean temperature in region.
Second acquisition submodule 6033, for the underlying surface mean temperature according to each region to be detected, weather information and Preparatory condition obtains the surface air temperature in each region to be detected.
3rd acquisition submodule 6034, obtained for the surface air temperature according to each region to be detected and suburb temperature Take the Heat Island in each region to be detected.
Analysis module 604, comprehensive analysis is carried out for the Back ground Information to key area and Heat Island, obtains basic letter Interaction relationship between breath and Heat Island.
Determining module 605, for determining the urban planning suggestion in city to be detected according to interaction relationship.
A kind of Urban Planning System provided in an embodiment of the present invention, in the case that weather in weather information is suitable, lead to The relation crossed between underlying surface mean temperature and surface air temperature and the underlying surface mean temperature being calculated are calculated Surface air temperature, the Heat Island in each region to be detected is the difference of surface air temperature and suburb temperature, hot Island intensity can be used for evaluating tropical island effect, and the strong region of tropical island effect is analyzed as key area, obtains emphasis area Interaction relationship between the Back ground Information and Heat Island in domain, for example vegetation information and hydrographic information are to the work of Heat Island With very greatly, then can be built to urban construction personnel proposition designated area addition or the more preferable urban planning of reduction vegetation and water body etc. View.
Fig. 7 is a kind of signaling diagram of urban planning method provided in an embodiment of the present invention.
Specifically as shown in fig. 7, specifically including:
S701, server carry out region division to the city in city to be detected, obtain multiple regions to be detected.
S702, infrared image acquisition device gather multiple infrared figures in each region to be detected in multiple regions to be detected Picture is simultaneously sent to server, each weather information in region to be detected of meteorological data collection device collection and the suburb in city to be detected Area's temperature is simultaneously sent to server.
S703, server obtain every according to multiple infrared images, weather information and the suburb temperature in each region to be detected The Heat Island in individual region to be detected, it is emphasis region by the zone marker to be detected that Heat Island reaches predetermined threshold value.
S704, server screen to multiple infrared images in each region to be detected, remove the precision of images and do not meet The infrared image of default precision.
Multiple infrared images after screening are carried out with images match for S705, server and image synthesizes, and obtains each to be checked Survey the complete image in region.
The underlying surface in each region to be detected is calculated according to the complete image in each region to be detected for S706, server Mean temperature.
S707, server obtain according to underlying surface mean temperature, weather information and the preparatory condition in each region to be detected The surface air temperature in each region to be detected.
S708, server obtain each to be detected according to the surface air temperature and suburb temperature in each region to be detected The Heat Island in region.
S709, server carry out comprehensive analysis to the Back ground Information and Heat Island of key area, obtain Back ground Information with Interaction relationship between Heat Island.
S710, server determine the urban planning suggestion in city to be detected according to interaction relationship.
Reader should be understood that in the description of this specification, reference term " one embodiment ", " some embodiments ", " show The description of example ", " specific example " or " some examples " etc. mean to combine the specific features of the embodiment or example description, structure, Material or feature are contained at least one embodiment or example of the present invention.In this manual, above-mentioned term is shown The statement of meaning property need not be directed to identical embodiment or example.Moreover, specific features, structure, material or the feature of description It can be combined in an appropriate manner in any one or more embodiments or example.In addition, in the case of not conflicting, this The technical staff in field can be by the different embodiments or example described in this specification and the spy of different embodiments or example Sign is combined and combined.
It is apparent to those skilled in the art that for convenience of description and succinctly, the dress of foregoing description The specific work process with unit is put, the corresponding process in preceding method embodiment is may be referred to, will not be repeated here.
In several embodiments provided herein, it should be understood that disclosed apparatus and method, it can be passed through Its mode is realized.For example, device embodiment described above is only schematical, for example, the division of unit, is only A kind of division of logic function, can there is an other dividing mode when actually realizing, for example, multiple units or component can combine or Person is desirably integrated into another system, or some features can be ignored, or does not perform.
The unit illustrated as separating component can be or may not be physically separate, be shown as unit Part can be or may not be physical location, you can with positioned at a place, or can also be distributed to multiple networks On unit.Some or all of unit therein can be selected to realize the mesh of scheme of the embodiment of the present invention according to the actual needs 's.
In addition, each functional unit in each embodiment of the present invention can be integrated in a processing unit, can also It is that unit is individually physically present or two or more units are integrated in a unit.It is above-mentioned integrated Unit can both be realized in the form of hardware, can also be realized in the form of SFU software functional unit.
If integrated unit is realized in the form of SFU software functional unit and is used as independent production marketing or in use, can To be stored in a computer read/write memory medium.Based on such understanding, technical scheme substantially or Say that the part to be contributed to prior art, or all or part of the technical scheme can be embodied in the form of software product Out, the computer software product is stored in a storage medium, including some instructions are causing a computer equipment (can be personal computer, server, or network equipment etc.) performs all or part of each embodiment method of the present invention Step.And foregoing storage medium includes:It is USB flash disk, mobile hard disk, read-only storage (ROM, Read-Only Memory), random Access memory (RAM, Random Access Memory), magnetic disc or CD etc. are various can be with Jie of store program codes Matter.
More than, it is only embodiment of the invention, but protection scope of the present invention is not limited thereto, and it is any to be familiar with Those skilled in the art the invention discloses technical scope in, various equivalent modifications or substitutions can be readily occurred in, These modifications or substitutions should be all included within the scope of the present invention.Therefore, protection scope of the present invention should be wanted with right The protection domain asked is defined.

Claims (10)

  1. A kind of 1. urban planning method, it is characterised in that including:
    S1, the city to city to be detected carry out region division, obtain multiple regions to be detected;
    S2, the multiple infrared images and weather information for gathering each region to be detected in the multiple region to be detected in real time, And the suburb temperature in the city to be detected;
    The multiple infrared image, the weather information and the suburb temperature in each region to be detected of S3, basis obtain The Heat Island in each region to be detected is taken, the Heat Island is reached to the zone marker to be detected of predetermined threshold value For emphasis region;
    S4, comprehensive analysis is carried out to the Back ground Information of the key area and the Heat Island, obtain the Back ground Information with Interaction relationship between the Heat Island;
    S5, the urban planning suggestion for determining according to the interaction relationship city to be detected.
  2. 2. a kind of urban planning method according to claim 1, it is characterised in that in step S3, the inspection is treated according to each The multiple infrared image, the weather information and the suburb temperature for surveying region obtain the heat in each region to be detected The method of island intensity includes:
    A1, the multiple infrared image to each region to be detected splice, and obtain the complete of each region to be detected Whole image;
    The underlying surface in each region to be detected is calculated in the complete image in each region to be detected of A2, basis Mean temperature;
    The underlying surface mean temperature, the weather information and the preparatory condition in each region to be detected of A3, basis obtain The surface air temperature in each region to be detected;
    A4, treated according to the surface air temperature in each region to be detected and suburb temperature acquisition are each The Heat Island of detection zone.
  3. 3. a kind of urban planning method according to claim 2, it is characterised in that step A1 is specifically included:
    A11, the multiple infrared image to each region to be detected screen, and the removal precision of images does not meet default The infrared image of precision;
    A12, images match and image synthesis are carried out to the multiple infrared image after screening, obtain each area to be detected The complete image in domain.
  4. 4. a kind of urban planning method according to Claims 2 or 3, it is characterised in that in step A2, by Area-weighted side The underlying surface mean temperature in each region to be detected is calculated in method.
  5. 5. according to a kind of any one of claim 1-3 urban planning methods, it is characterised in that the Back ground Information includes: Geographical location information, vegetation information, hydrographic information, architecture information, density of population information and transport information.
  6. A kind of 6. Urban Planning System, it is characterised in that including:
    Division module, for carrying out region division to the city in city to be detected, obtain multiple regions to be detected;
    Acquisition module, for gather in real time each region to be detected in the multiple region to be detected multiple infrared images and Weather information, and the suburb temperature in the city to be detected;
    Acquisition module, for the multiple infrared image according to each region to be detected, the weather information and described Suburb temperature obtains the Heat Island in each region to be detected, and the Heat Island is reached into the described to be checked of predetermined threshold value Survey zone marker is emphasis region;
    Analysis module, comprehensive analysis is carried out for the Back ground Information to the key area and the Heat Island, obtained described Interaction relationship between Back ground Information and the Heat Island;
    Determining module, for determining the urban planning suggestion in the city to be detected according to the interaction relationship.
  7. 7. a kind of Urban Planning System according to claim 6, it is characterised in that the acquisition module includes:
    Splice submodule, for splicing to the multiple infrared image in each region to be detected, obtain each institute State the complete image in region to be detected;
    First acquisition submodule, for each described treat to be calculated according to the complete image in each region to be detected The underlying surface mean temperature of detection zone;
    Second acquisition submodule, for the underlying surface mean temperature according to each region to be detected, the meteorological letter Breath and preparatory condition obtain the surface air temperature in each region to be detected;
    3rd acquisition submodule, for the surface air temperature according to each region to be detected and the suburb temperature Degree obtains the Heat Island in each region to be detected.
  8. 8. a kind of Urban Planning System according to claim 7, it is characterised in that the splicing submodule is specifically used for:
    The multiple infrared image in each region to be detected is screened, the precision of images is removed and does not meet default precision Infrared image;
    Images match and image synthesis are carried out to the multiple infrared image after screening, obtains each region to be detected Complete image.
  9. 9. according to a kind of Urban Planning System of claim 7 or 8, it is characterised in that first acquisition submodule is specific The underlying surface mean temperature in each region to be detected is calculated by Area-weighted method.
  10. 10. according to a kind of any one of claim 6-8 Urban Planning Systems, it is characterised in that the Back ground Information includes: Geographical location information, vegetation information, hydrographic information, architecture information, density of population information and transport information.
CN201710640937.9A 2017-07-31 2017-07-31 A kind of urban planning method and system Pending CN107423858A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201710640937.9A CN107423858A (en) 2017-07-31 2017-07-31 A kind of urban planning method and system

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201710640937.9A CN107423858A (en) 2017-07-31 2017-07-31 A kind of urban planning method and system

Publications (1)

Publication Number Publication Date
CN107423858A true CN107423858A (en) 2017-12-01

Family

ID=60431610

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201710640937.9A Pending CN107423858A (en) 2017-07-31 2017-07-31 A kind of urban planning method and system

Country Status (1)

Country Link
CN (1) CN107423858A (en)

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108182724A (en) * 2017-12-19 2018-06-19 深圳先进技术研究院 A kind of high-precision urban heat island detection method, equipment and storage device
CN108229885A (en) * 2017-12-30 2018-06-29 安徽泉盛化工有限公司 A kind of anti-caking intelligent control method in urea storing process
CN109242289A (en) * 2018-08-28 2019-01-18 江西核工业环境保护中心 A kind of construction method of region naturally radioactive activety fault and evaluation system

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105594437A (en) * 2016-01-21 2016-05-25 信阳农林学院 Urban planning method based on green plot ratio control technology
CN105678225A (en) * 2015-12-29 2016-06-15 中国科学院深圳先进技术研究院 Urban heat island effect space variation detection method and system
CN105842755A (en) * 2016-05-12 2016-08-10 江苏建科节能技术有限公司 Urban residential zone heat island effect measuring device and method
CN106708955A (en) * 2016-11-29 2017-05-24 浙江宇视科技有限公司 Thermodynamic diagram generation method and equipment

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105678225A (en) * 2015-12-29 2016-06-15 中国科学院深圳先进技术研究院 Urban heat island effect space variation detection method and system
CN105594437A (en) * 2016-01-21 2016-05-25 信阳农林学院 Urban planning method based on green plot ratio control technology
CN105842755A (en) * 2016-05-12 2016-08-10 江苏建科节能技术有限公司 Urban residential zone heat island effect measuring device and method
CN106708955A (en) * 2016-11-29 2017-05-24 浙江宇视科技有限公司 Thermodynamic diagram generation method and equipment

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108182724A (en) * 2017-12-19 2018-06-19 深圳先进技术研究院 A kind of high-precision urban heat island detection method, equipment and storage device
CN108229885A (en) * 2017-12-30 2018-06-29 安徽泉盛化工有限公司 A kind of anti-caking intelligent control method in urea storing process
CN109242289A (en) * 2018-08-28 2019-01-18 江西核工业环境保护中心 A kind of construction method of region naturally radioactive activety fault and evaluation system
CN109242289B (en) * 2018-08-28 2021-09-03 江西核工业环境保护中心 Construction method of regional natural radioactive ecological environment investigation and evaluation system

Similar Documents

Publication Publication Date Title
Gruszczyński et al. Comparison of low-altitude UAV photogrammetry with terrestrial laser scanning as data-source methods for terrain covered in low vegetation
Erenoglu et al. An UAS-assisted multi-sensor approach for 3D modeling and reconstruction of cultural heritage site
CN103337052B (en) Automatic geometric correcting method towards wide cut remote sensing image
CN110889327B (en) Intelligent detection method for sewage outlet around water area based on thermal infrared image
US20100092241A1 (en) Canal Seepage Detection
CN107423858A (en) A kind of urban planning method and system
CN108334989B (en) Lake and reservoir chl-a monitoring station optimization method and device based on remote sensing image
Pour et al. Airborne thermal remote sensing: The case of the city of Olomouc, Czech Republic
Mohamed et al. Change detection techniques using optical remote sensing: a survey
Jiang et al. Unmixing-based spatiotemporal image fusion accounting for complex land cover changes
Shakya et al. Change over time in grey levels of multispectral landsat 5 TM/8 OLI satellite images
Del Pozo et al. Multi-sensor radiometric study to detect pathologies in historical buildings
Agarwal et al. Development of machine learning based approach for computing optimal vegetation index with the use of sentinel-2 and drone data
Yoo et al. True orthoimage generation by mutual recovery of occlusion areas
CN107576399A (en) Towards bright the temperature Forecasting Methodology and system of MODIS forest fire detections
CN111199557A (en) Quantitative analysis method and system for decay of remote sensor
Liu et al. High-spatial-resolution nighttime light dataset acquisition based on volunteered passenger aircraft remote sensing
Chijioke Satellite remote sensing technology in spatial modeling process: technique and procedures
KR102209866B1 (en) Preprocessing Method of Distortion Image for Ground Based Total Cloude Cover Automatic Retrieval
CN109883400A (en) Fixed station Automatic Targets and space-location method based on YOLO-SITCOL
Lemma et al. Forest cover change detection in relation to climate variability and LULC changes using GIS and RS techniques. A case of the Kafa zone, southwest Ethiopia
Cömert et al. Object based building extraction and building period estimation from unmanned aerial vehicle data
Fang et al. Semi-automatic geometric correction of airborne hyperspectral push-broom images using ground control points and linear features
Slaymaker Using georeferenced large-scale aerial videography as a surrogate for ground validation data
Kocal et al. An accuracy assessment methodology for the remotely sensed discontinuities: a case study in Andesite Quarry area, Turkey

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
RJ01 Rejection of invention patent application after publication

Application publication date: 20171201

RJ01 Rejection of invention patent application after publication