CN103940435B - The improving method of road-map, system and through its perfect road-map - Google Patents

The improving method of road-map, system and through its perfect road-map Download PDF

Info

Publication number
CN103940435B
CN103940435B CN201410184542.9A CN201410184542A CN103940435B CN 103940435 B CN103940435 B CN 103940435B CN 201410184542 A CN201410184542 A CN 201410184542A CN 103940435 B CN103940435 B CN 103940435B
Authority
CN
China
Prior art keywords
road
map
location data
internet user
event location
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.)
Expired - Fee Related
Application number
CN201410184542.9A
Other languages
Chinese (zh)
Other versions
CN103940435A (en
Inventor
乔东江
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.)
Individual
Original Assignee
Individual
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 Individual filed Critical Individual
Priority to CN201410184542.9A priority Critical patent/CN103940435B/en
Publication of CN103940435A publication Critical patent/CN103940435A/en
Application granted granted Critical
Publication of CN103940435B publication Critical patent/CN103940435B/en
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01CMEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • G01C21/26Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 specially adapted for navigation in a road network
    • G01C21/28Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 specially adapted for navigation in a road network with correlation of data from several navigational instruments
    • G01C21/30Map- or contour-matching
    • G01C21/32Structuring or formatting of map data

Landscapes

  • Engineering & Computer Science (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Remote Sensing (AREA)
  • Automation & Control Theory (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Navigation (AREA)
  • Instructional Devices (AREA)

Abstract

The present invention provides the improving method and system and the road-map through the method and system perfecting of a kind of road-map.This method comprises: periodically or non-periodically executing following step: obtaining Internet user's event location data corresponding with Internet user's moving position in predetermined geographic from preset Internet user's event location data collection device;The road that can be demarcated in road-map is generated based on Internet user's event location data;The road of generation is compared with the road in the road-map of the existing predetermined geographic, to newly demarcating the road not yet demarcated in the road-map in the road of generation in the road-map.Those already existing but still unlabelled unknown roads can be marked in time in road-map with least manpower and financial resources and most fast speed using this method.

Description

The improving method of road-map, system and through its perfect road-map
Technical field
The present invention relates to cartography technical fields, specifically, being related to a kind of road-map (especially electronic map) Improving method, system and the road-map through this method and system perfecting.
Background technique
General road-map (for example, printed map, electronic map etc.) is the survey according to professional surveying and mapping personnel to road It is depicted as.Specifically, professional surveying and mapping personnel acquire road and road periphery by various artificial or automatic mapping equipment Location information and attribute information (such as road name, classification of road, rate limitation, traffic sign, road equipment, bridge tunnel Road etc.), then these information are handled, to generate road-map.However, seldom including that in current road-map It is a little daily less using or be not easy to road that is vehicle pass-through or newly repairing (hereinafter referred to as unknown road, for example, mountain area Footpath, cities and towns are newly repaired roads) information, this is because in some cases, using common road mapping method The information that these unknown roads are added on road-map needs to spend a large amount of manpower and financial resources, however these unknown roads The usage amount of information is again little;In other cases, the road newly repaired also is had little time to survey and draw, therefore, in production road Often do not consider when the map of road or does not consider temporarily or have little time to consider to provide the information of these unknown roads.
On the other hand, some usually need to carry out some activities, such as mountain using the information of these unknown roads again Travel staff is often had in area, body-building personnel need the activities such as climb the mountain, camp using some unknown roads, in another example, In villages and small towns newly developed, small city, many people need to transmit logistics using newly repairing roads.If can include in road-map The information of these unknown roads, even superficial reference information, then, undoubtedly it can include these unknown roads for those needs Movable people, which provide, in the region on road greatly facilitates and timely helps.
Summary of the invention
The present invention makes to solve above-mentioned problems of the prior art, and its purpose is to provide one kind Improving method, system and the road-map through this method and system perfecting of road-map, so as to less manpower and wealth Power and faster speed mark those already existing but still unlabelled unknown roads in road-map in time Come.
To achieve the goals above, in one aspect of the invention, a kind of improving method of road-map is provided, including fixed Phase irregularly executes following step: obtaining and makes a reservation for from preset Internet user's event location data collection device The corresponding Internet user's event location data of Internet user's moving position in geographic area;Based on the Internet user Event location data generates the road that can be demarcated in road-map;And by the road of generation and existing described predetermined Road in the road-map of geographic area is compared, thus by the road of generation not yet in the road-map The road of calibration is newly demarcated in the road-map.
Preset Internet user's event location data collection device can be Website server, be used for from conjunction Make event location data when website or ad hoc website collection Internet user movable outdoors.
Preferably, the step that the road that can be demarcated in road-map is generated based on Internet user's event location data It suddenly may include: to remove those from Internet user's event location data to correspond to isolated positions point or bulk location point Internet user's event location data;And subsection curve drafting is carried out to remaining Internet user's event location data, And be attached the curve that each section fits, to generate the road that can be demarcated in road-map.
Preferably, the improving method of the road-map can also include: to calculate new calibration in the road-map The length of road.
In addition, the improving method of the road-map can also include: the road for calculating new calibration in the road-map The confidence level on road, and the road mark with a low credibility in these roads in predetermined threshold is come out.
Preferably, Internet user's event location data may include by individual Internet users in the reservation place The complete Internet user's event location data provided in reason region.Further, it is possible to according to individual Internet users The time of Internet user's event location data is provided in the predetermined geographic, calculating is passed by described in road-map Time needed for the road newly demarcated.
According to another aspect of the present invention, a kind of sophisticated systems of road-map are provided comprising: Internet user's activity Position data collection device, for from partner site or ad hoc website collect Internet user it is movable outdoors when moving position Data;Position data obtaining unit, for being obtained from Internet user's event location data collection device and reservation place Manage the corresponding Internet user's event location data of Internet user's moving position in region;Road generation unit is based on institute Rheme sets data acquiring unit Internet user's event location data obtained and generates the road that can be demarcated in road-map; And road demarcates unit, by the road of the road generation unit road generated and the existing predetermined geographic Road in map is compared, so that the road not yet demarcated in the road-map in the road of generation newly be marked It is scheduled in the road-map.
According to another aspect of the invention, a kind of road-map is provided, which includes newly marking according to the above method The road fixed.
According to explanation above it is found that the present invention is by acquisition Internet user's event location data and to these positional numbers According to carrying out curve fitting and connect, can with less manpower and financial resources and faster speed in road-map by those It is marked in time through existing but still unlabelled unknown road, to provide more perfect, more timely road for user Road map.
Detailed description of the invention
Fig. 1 is flow chart, shows the improving method of road-map described in one embodiment of the present of invention;
Fig. 2 is schematic diagram, shows the topographic map in certain mountain area;
Fig. 3 is schematic diagram, shows existing road-map corresponding with certain alpine terrain figure in Fig. 2;
Fig. 4 is schematic diagram, once in the work crossed when showing movable in a large amount of Internet user certain mountain area shown in Fig. 2 Dynamic position;
Fig. 5 is schematic diagram, shows and generates and can demarcate in road-map according to Internet user's event location data One example of road;
Fig. 6 is schematic diagram, shows and generates and can demarcate in road-map according to Internet user's event location data Another example of road;
Fig. 7 is schematic diagram, shows the road-map of the present invention after improving;And
Fig. 8 is block diagram, shows the sophisticated systems of road-map described in one embodiment of the present of invention.
Specific embodiment
The present invention is described in detail below in conjunction with the drawings and specific embodiments.
In the following description, certain exemplary embodiments of the invention are only described by way of explanation.It need not set It doubts, those skilled in the art will recognize, without departing from the spirit and scope of the present invention, can be with respectively The different mode of kind is modified the embodiment.Therefore, attached drawing and description are regarded as illustrative in nature, rather than are used for Limit scope of protection of the claims.In the present specification, identical appended drawing reference indicates the same or similar part.
Fig. 1 is flow chart, shows the improving method of road-map described in one embodiment of the present of invention.Such as Fig. 1 institute Show, firstly, in step slo, is obtained from preset Internet user's event location data collection device and reservation place Manage the corresponding Internet user's event location data of Internet user's moving position in region.Specifically, implementing the present invention Before the improving method of the road-map, Internet user's event location data collection device is first established, which can be with For such as Website server, for from partner site or ad hoc website collect Internet user it is movable outdoors when moving position Data.
In more detail, with the development of consumer electronics, many people will use when carrying out outdoor activities now has entirely The electronic equipment of ball satellite navigation function (such as GPS) uses to record some movable details, such as when travelling with the function that navigates The camera of energy is taken pictures, and records motion profile using GPS when climbing the mountain, and human body electronic equipment record step number is used when running on foot Deng.These electronic equipments are remembered with being often also accompanied by while recording application data (such as photo, step number etc.) that user is concerned about The position data (for example, longitude and latitude etc. of position) for generating position when these apply data has been descended in record, these Moving position may be on having learned that road, it is also possible on unknown road.Many people like these passing through interconnection using data Each internet site server is reached on the net, and so as to shared with other people, and these are then accompanied with these applications of generation using data Position data when data.Therefore, it is possible to collect these position datas from each internet site server end, that is, collect internet User Activity position data.
The collection efficiency of Internet user's event location data can be improved using a variety of methods.For example, can with it is each Internet site is cooperated, to collect the activity that a large amount of Internet user that it possesses is uploaded from these partner sites Position data;Also it can establish ad hoc website with centralized collection Internet user's event location data.Prize may further be set Mechanism is encouraged, to encourage Internet user either intentionally or unintentionally, more to upload its event location data, even, can be set up specially Door personnel specially upload its event location data and relevant time data etc..
It is further detailed below by example.Fig. 2 is schematic diagram, shows the topographic map in certain mountain area.Shown in Fig. 2 Certain mountain area topographic map in include mountain range 10, river 20, known road 30, unknown road 41 and unknown road 42, wherein mountain Arteries and veins 10 indicates that river 20 indicates that unknown road 41 is a narrow winding trail, unknown road 42 with hacures with contour (dotted line) Though being a unshaped but transitable waste road.Fig. 3 is schematic diagram, is shown corresponding existing with certain alpine terrain figure in Fig. 2 Some road-maps.As shown in figure 3, showing known road 30 in the existing road-map acceptance of the bid, but unknown road is not marked Road 41 and unknown road 42.Fig. 4 is schematic diagram, when showing movable in a large amount of Internet user certain mountain area shown in Fig. 2 Once in the moving position (being indicated with solid stain) crossed, wherein at these moving positions, Internet user's generation and to website On be transmitted through the application data (for example, photo etc.) of subsidiary position data (such as longitude and latitude), and these position datas then by Internet user's event location data collection device collects.
Fig. 1 is returned, it is raw based on the Internet user's event location data obtained in step slo in step S20 At the road that can be demarcated in road-map.It can be demarcated in road-map based on the generation of Internet user's event location data There are many method of road.Fig. 5 and Fig. 6 is schematic diagram, respectively illustrates that generate according to Internet user's event location data can be Two examples of the road demarcated in road-map, wherein in fig. 5 and fig., solid stain is mutual in predetermined geographic The moving position of on-line customer, these moving positions are indicated with event location data (such as longitude and latitude).Such as Fig. 5 and figure Shown in 6, those are removed from Internet user's event location data first and corresponds to isolated positions point or bulk location point Internet user's event location data, such as Internet user's moving position corresponding to solid stain 50 in Fig. 5 and Fig. 6 Data.These isolated positions points or bulk location point may correspond to rest place, it is also possible to which unfashioned road is seldom Some scattered location points on road that someone passes through, can't uniquely determine road according to these scattered location points, Therefore, these location points can be put aside during current perfect road map.
Then, subsection curve drafting is carried out to remaining Internet user's event location data, and each section is fitted Curve is attached, to generate the road that can be demarcated in road-map.
Specifically, the predetermined geographic can be divided into many zonules, to the internet in each zonule User Activity position data carries out subsection curve drafting, and the curve that each section fits is attached, and ultimately generating can be in road The road demarcated on the map of road.It should be noted that the division mode of the presumptive area is not unique, it as shown in Figure 5 and Figure 6, can be with There are many division mode, the road obtained under every kind of division mode can be compared and integrate, to obtain independent of tool The road that body divides.
Fig. 1 is returned to, then, in step s 30, by the road of the road of generation and the existing predetermined geographic Road in the map of road is compared, so that the road not yet demarcated in the road-map in the road of generation is new Calibration is in the road-map.Fig. 7 is schematic diagram, shows the road-map of the present invention after improving, wherein complete Road 30 is not only had learned that on the road-map dealt with problems arising from an accident, and has also newly calibrated unknown road 41 and unknown road 42.
With gradually increasing for the Internet user's event location data being collected into, can periodically or non-periodically execute above-mentioned Step S10-S30, so that road-map is continuously updated, so that original not accurate enough road becomes more accurate.
Further, for the road newly calibrated on road-map, the length of these roads can be calculated, and should Link length information is incorporated in road-map, so that the user of road-map refers to.
Furthermore it is also possible to calculate the confidence level of road of the new calibration in road-map, and by confidence level in these roads Road mark lower than predetermined threshold comes out.Specifically, when the Internet user's moving position number being collected into from a certain region According to it is fewer when, the confidence level of the road generated by these data may be relatively low;Alternatively, although the data being collected into compare It is more, but these data are more dispersed, and consistent degree is poor, thus may not be unique by the road that these data generate, in these feelings Under condition, the confidence level of road of the new calibration in road-map can be calculated.The definition of confidence level can there are many, this field skill Art personnel can define according to specific curve fitting algorithm, such as the inverse of curve fit error can be used as credible Degree.The road newly demarcated when certain it is with a low credibility when predetermined threshold, which can be marked on road-map, For example, unknown road 42 is indicated with dotted line in Fig. 7, show that the confidence level of the road is less high, it is only for reference.With collection To data increase, every time update road-map when, the not high road of original confidence level may will become the higher road of confidence level Road.
It is not necessarily mean that it should be noted that the Internet user's event location data being collected into is less by these data The confidence level of the road of generation is centainly lower, if the very complete (example of event location data provided by individual Internet users Such as, event location data provided by the Internet user or professional done so intentionally), then it is few complete by these The confidence level for the road that data generate still can be very high.Even, event location data is provided according to these individual Internet users Time, can also determine more road informations, such as pass by time needed for one section of road etc..
The improving method of road-map of the present invention is described above with reference to Fig. 1-Fig. 7.It is of the present invention above-mentioned Method can be realized using software, can also employ hardware to realize, or come real by the way of software and hardware combination It is existing.
Fig. 8 is block diagram, shows the sophisticated systems of road-map described in one embodiment of the present of invention.Such as Fig. 8 institute Show, the sophisticated systems 1000 of road-map described in one embodiment of the present of invention may include: Internet user's moving position Transacter 100, position data obtaining unit 210, road generation unit 220, road demarcate unit 230.
Internet user's event location data collection device 100 can be used for collecting interconnection from partner site or ad hoc website Event location data when network users are movable outdoors.
Position data obtaining unit 210 can be used for from Internet user's event location data collection device 100 obtaining Internet user's event location data corresponding with Internet user's moving position in predetermined geographic.
Road generation unit 220 can be based on the Internet user's moving position obtained of position data obtaining unit 210 Data generate the road that can be demarcated in road-map.
Road demarcates unit 230 can be by the road generated of road generation unit 220 and the existing predetermined geographic Road in the road-map in region is compared, thus by not yet demarcating in the road-map in the road of generation Road newly demarcate in the road-map.
The improving method and system of the road-map through the invention, can be generated a kind of road-map, the road The advantages of map is can be had existed those in road-map with less manpower and financial resources and faster speed But still unlabelled unknown road be marked in time, to provide more perfect, more timely road-map for user.
It is described in an illustrative manner above with reference to attached drawing according to the present invention.But those skilled in the art answer Work as understanding, for the improving method and system of the road-map that aforementioned present invention is proposed, can also not depart from the present invention Various improvement are made on the basis of appearance.Therefore, protection scope of the present invention should be determined by the content of appended claims.

Claims (6)

1. a kind of improving method of road-map, including periodically or non-periodically execute following step:
It is obtained from preset Internet user's event location data collection device and the internet in predetermined geographic The corresponding Internet user's event location data in User Activity position;
The road that can be demarcated in road-map is generated based on Internet user's event location data;
The road of generation is compared with the road in the road-map of the existing predetermined geographic, thus will The road not yet demarcated in the road-map in the road generated is newly demarcated in the road-map,
Wherein, preset Internet user's event location data collection device is Website server, is used for from cooperation Website or ad hoc website collect Internet user it is movable outdoors when event location data,
Wherein, the step of road that can be demarcated in road-map being generated based on Internet user's event location data packet It includes:
Those interconnections for corresponding to isolated positions point or bulk location point are removed from Internet user's event location data Network users event location data;
Subsection curve drafting is carried out to remaining Internet user's event location data, and the curve that each section fits is connected It connects, to generate the road that can be demarcated in road-map.
2. the improving method of road-map as described in claim 1, wherein further include:
Calculate the length of road of the new calibration in the road-map.
3. the improving method of road-map as described in claim 1, wherein further include:
The confidence level of road of the new calibration in the road-map is calculated, and will be with a low credibility in predetermined threshold in these roads Road mark come out.
4. the improving method of road-map as described in claim 1, wherein Internet user's event location data includes The complete Internet user's event location data provided in the predetermined geographic by individual Internet users.
5. the improving method of road-map as claimed in claim 4, wherein according to individual Internet users described pre- Determine to provide the time of Internet user's event location data in geographic area, calculates to pass by and described newly be demarcated in road-map Time needed for road.
6. a kind of sophisticated systems of road-map, comprising:
Internet user's event location data collection device, for collecting Internet user at family from partner site or ad hoc website Event location data when outer activity;
Position data obtaining unit, for being obtained from Internet user's event location data collection device and predetermined geographic The corresponding Internet user's event location data of Internet user's moving position in region;
Road generation unit, can based on position data obtaining unit Internet user's event location data generation obtained The road demarcated in road-map;
Road demarcates unit, by the road of the road generation unit road generated and the existing predetermined geographic Road in map is compared, so that the road not yet demarcated in the road-map in the road of generation newly be marked It is scheduled in the road-map,
Wherein, the step of road that can be demarcated in road-map being generated based on Internet user's event location data packet It includes:
Those interconnections for corresponding to isolated positions point or bulk location point are removed from Internet user's event location data Network users event location data;
Subsection curve drafting is carried out to remaining Internet user's event location data, and the curve that each section fits is connected It connects, to generate the road that can be demarcated in road-map.
CN201410184542.9A 2014-05-04 2014-05-04 The improving method of road-map, system and through its perfect road-map Expired - Fee Related CN103940435B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201410184542.9A CN103940435B (en) 2014-05-04 2014-05-04 The improving method of road-map, system and through its perfect road-map

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201410184542.9A CN103940435B (en) 2014-05-04 2014-05-04 The improving method of road-map, system and through its perfect road-map

Publications (2)

Publication Number Publication Date
CN103940435A CN103940435A (en) 2014-07-23
CN103940435B true CN103940435B (en) 2019-04-23

Family

ID=51188204

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201410184542.9A Expired - Fee Related CN103940435B (en) 2014-05-04 2014-05-04 The improving method of road-map, system and through its perfect road-map

Country Status (1)

Country Link
CN (1) CN103940435B (en)

Families Citing this family (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105979580B (en) * 2016-06-22 2019-08-27 广东工业大学 Cel l path map based on intelligent perception network forms system and method
CN107544983A (en) * 2016-06-24 2018-01-05 高德信息技术有限公司 A kind of road method for drafting, apparatus and system
CN109270927B (en) * 2017-07-17 2022-03-11 阿里巴巴(中国)有限公司 Road data generation method and device
CN109282825B (en) * 2017-07-21 2021-03-09 北京嘀嘀无限科技发展有限公司 Road marking method and device
CN108717796B (en) * 2018-03-21 2021-05-07 厦门雅迅网络股份有限公司 Geographic ramp self-learning method and system for vehicle

Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1300032A (en) * 2001-01-16 2001-06-20 张建平 Automatically updated electronic traffic map method and system
JP2004150962A (en) * 2002-10-30 2004-05-27 Ricoh Co Ltd Guide system route information
CN1773568A (en) * 2004-11-12 2006-05-17 三星电子株式会社 Method and apparatus for updating map data, and computer-readable medium storing program for executing the method
JP2008004079A (en) * 2007-05-14 2008-01-10 Ricoh Co Ltd Route information guide system
CN101228412A (en) * 2005-07-21 2008-07-23 波音公司 System and method for data mapping and map discrepancy reporting
CN102175253A (en) * 2010-12-28 2011-09-07 清华大学 Multi-hypothesis map matching method based on vehicle state transition
CN102194367A (en) * 2010-03-09 2011-09-21 索尼公司 Information processing device, map update method, program, and information processing system
CN103411609A (en) * 2013-07-18 2013-11-27 北京航天自动控制研究所 Online composition based aircraft return route programming method

Family Cites Families (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20020198651A1 (en) * 2001-06-22 2002-12-26 Cheng Wen Hung Electronic-map searching method
CN103134506A (en) * 2011-11-24 2013-06-05 北京千橡网景科技发展有限公司 Method and device for path navigation

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1300032A (en) * 2001-01-16 2001-06-20 张建平 Automatically updated electronic traffic map method and system
JP2004150962A (en) * 2002-10-30 2004-05-27 Ricoh Co Ltd Guide system route information
CN1773568A (en) * 2004-11-12 2006-05-17 三星电子株式会社 Method and apparatus for updating map data, and computer-readable medium storing program for executing the method
CN101228412A (en) * 2005-07-21 2008-07-23 波音公司 System and method for data mapping and map discrepancy reporting
JP2008004079A (en) * 2007-05-14 2008-01-10 Ricoh Co Ltd Route information guide system
CN102194367A (en) * 2010-03-09 2011-09-21 索尼公司 Information processing device, map update method, program, and information processing system
CN102175253A (en) * 2010-12-28 2011-09-07 清华大学 Multi-hypothesis map matching method based on vehicle state transition
CN103411609A (en) * 2013-07-18 2013-11-27 北京航天自动控制研究所 Online composition based aircraft return route programming method

Also Published As

Publication number Publication date
CN103940435A (en) 2014-07-23

Similar Documents

Publication Publication Date Title
US10240939B2 (en) Generating user preference activity maps
CN103940435B (en) The improving method of road-map, system and through its perfect road-map
Guan et al. Delineating urban park catchment areas using mobile phone data: A case study of Tokyo
Bauder Using GPS supported speed analysis to determine spatial visitor behaviour
Márquez-Pérez et al. Estimated travel time for walking trails in natural areas
Dymkova et al. Experimental Studies of GNSS Errors in Rough and Wooded Mountainous Terrain
John et al. Deriving incline values for street networks from voluntarily collected GPS traces
Sikder et al. Spatial transferability of tour-based time-of-day choice models: Empirical assessment
Lindsey et al. Feasibility of using GPS to track bicycle lane positioning
Tonde et al. Road quality and ghats complexity analysis using Android sensors
Yang et al. Attributing pedestrian networks with semantic information based on multi-source spatial data
Jaedicke et al. GIS-aided avalanche warning in Norway
Sun et al. A data-driven method for measuring accessibility to healthcare using the spatial interpolation model
Higgins Hiking with Tobler: Tracking movement and calibrating a cost function for personalized 3D accessibility
Comai et al. Maps for easy paths (mep): Enriching maps with accessible paths using mep traces
Francke et al. Big data in bicycle traffic
Huang et al. Estimating urban noise along road network from street view imagery
Piloyan et al. Measuring Rural Accessibility in the GIS environment: Case study of Armenia
Niska et al. Determination of riding comfort on cycleways using a smartphone app
Xia et al. CoolPath: an application for recommending pedestrian routes with reduced heatstroke risk
Hasan et al. Road structure analysis using GPS information
Sun et al. Deep learning-based probability model for traffic information estimation
Huang et al. A new integrated weighted model in SNOW-V10: Verification of continuous variables
Foerster et al. Integrating Volunteered Human Sensor Data into Crowd-sourced Platforms: A Use Case on Noise Pollution Monitoring and OpenStreetMap.
Ramaprasad et al. Volunteered Geographic Information System and Its Contribution in Service Sector Employment

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant
CF01 Termination of patent right due to non-payment of annual fee

Granted publication date: 20190423