SlideShare una empresa de Scribd logo
1 de 15
Descargar para leer sin conexión
Anita Graser
Scientist, Mobility Department – AIT Austrian Institute of Technology
Integrating Open Spaces into OpenStreetMap
Routing Graphs for Realistic Crossing
Behaviour in Pedestrian Navigation
Plaza Mayor – cc-by Kris Arnold on Flicker
Outline
1. Problem description
2. Approaches
3. Results
4. Further improvements
5. Conclusions
3
Open Spaces & Pedestrian Navigation
The Issue
“Turn left onto Josefsplatz”
after 140 meters: “Turn left”
Open Spaces & Pedestrian Navigation
The Issue
Open Spaces & Pedestrian Navigation
Approaches
5 different approaches
 Medial axis
 Straight skeleton
 Regular grid
 Visibility graph
 (Least-cost path over cost surface)
Open Spaces & Pedestrian Navigation
Least-cost path over a cost surface
Impassable / high cost
(e.g. buildings)
Passable / medium cost
(e.g. roads)
Preferred / low cost
(e.g. sidewalks)
Open Spaces & Pedestrian Navigation
Medial axis & straight skeleton
medial axis straight skeleton
points that have more than one closest
neighbour on the polygon boundary
like a roof which covers the polygon
with constant slope on each side
Open Spaces & Pedestrian Navigation
Regular grid & visibility graph
Regular grid Visibility graph
Open Spaces & Pedestrian Navigation
Routing results
100m 102m
116m 91m
144m
Open Spaces & Pedestrian Navigation
Routing graph integration
Open Spaces & Pedestrian Navigation
Implementation results
31
nodes
Open Spaces & Pedestrian Navigation
Implementation results
234
nodes
Open Spaces & Pedestrian Navigation
Improvements
282 edges 19 edges
Open Spaces & Pedestrian Navigation
Conclusion
 visibility graphs
 realistic crossing behaviour on direct routes, without unnecessary detours
 respects potential obstacles such as buildings
 should be integrated directly into OSM graph-generation tools
 improve routing results
 more appropriate navigation instructions  project PERRON
Contact
Anita Graser
anita.graser@ait.ac.at
@underdarkGIS

Más contenido relacionado

La actualidad más candente

openrouteservice.org at sotm08
openrouteservice.org at sotm08openrouteservice.org at sotm08
openrouteservice.org at sotm08schmitz42
 
Putting Nottingham on the Map
Putting Nottingham on the MapPutting Nottingham on the Map
Putting Nottingham on the MapSK53
 
Regional evaluation workflow
Regional evaluation workflow Regional evaluation workflow
Regional evaluation workflow Dr. Arzu Javadova
 
ZGIS Selected Topics Lecture GIS and mobility research planning
ZGIS Selected Topics Lecture GIS and mobility research planningZGIS Selected Topics Lecture GIS and mobility research planning
ZGIS Selected Topics Lecture GIS and mobility research planningMartin L
 
Rail station passenger congestion: Thinking outside the station
Rail station passenger congestion: Thinking outside the stationRail station passenger congestion: Thinking outside the station
Rail station passenger congestion: Thinking outside the stationAndrew Nash
 
09 Parking Studies (Traffic Engineering هندسة المرور & Prof. Saad AlGadhi)
09 Parking Studies (Traffic Engineering هندسة المرور & Prof. Saad AlGadhi)09 Parking Studies (Traffic Engineering هندسة المرور & Prof. Saad AlGadhi)
09 Parking Studies (Traffic Engineering هندسة المرور & Prof. Saad AlGadhi)Hossam Shafiq I
 
GI-Forum 2014: Assessing bicycle safety in road networks
GI-Forum 2014: Assessing bicycle safety in road networksGI-Forum 2014: Assessing bicycle safety in road networks
GI-Forum 2014: Assessing bicycle safety in road networksMartin L
 
Multidimensional Monitoring of Cycling Mobility
Multidimensional Monitoring of Cycling MobilityMultidimensional Monitoring of Cycling Mobility
Multidimensional Monitoring of Cycling MobilityMartin L
 
Design of Road Project Using MX Software
Design of Road Project Using MX Software Design of Road Project Using MX Software
Design of Road Project Using MX Software VaibhavSandhu
 
A system of cars, trains, planes, ships and people
A system of cars, trains, planes, ships and peopleA system of cars, trains, planes, ships and people
A system of cars, trains, planes, ships and peopleChris Luongo
 
Theresa Aubrechtová @FTF2013
Theresa Aubrechtová @FTF2013Theresa Aubrechtová @FTF2013
Theresa Aubrechtová @FTF2013FTF2013
 
Spatial analysis and modelling of bicycle accidents and safety threats
Spatial analysis and modelling of bicycle accidents and safety threatsSpatial analysis and modelling of bicycle accidents and safety threats
Spatial analysis and modelling of bicycle accidents and safety threatsMartin L
 
08 Agency Of Mapping
08 Agency Of Mapping08 Agency Of Mapping
08 Agency Of Mappingctc3b
 
Airborne vehicle detection in dense urban areas using ho g features and dispa...
Airborne vehicle detection in dense urban areas using ho g features and dispa...Airborne vehicle detection in dense urban areas using ho g features and dispa...
Airborne vehicle detection in dense urban areas using ho g features and dispa...Ecway Technologies
 
Transport Demand Information
Transport Demand InformationTransport Demand Information
Transport Demand InformationBern Grush
 

La actualidad más candente (20)

openrouteservice.org at sotm08
openrouteservice.org at sotm08openrouteservice.org at sotm08
openrouteservice.org at sotm08
 
Putting Nottingham on the Map
Putting Nottingham on the MapPutting Nottingham on the Map
Putting Nottingham on the Map
 
Osm josm os_mmaps
Osm josm os_mmapsOsm josm os_mmaps
Osm josm os_mmaps
 
Regional evaluation workflow
Regional evaluation workflow Regional evaluation workflow
Regional evaluation workflow
 
Georeferencing
GeoreferencingGeoreferencing
Georeferencing
 
ZGIS Selected Topics Lecture GIS and mobility research planning
ZGIS Selected Topics Lecture GIS and mobility research planningZGIS Selected Topics Lecture GIS and mobility research planning
ZGIS Selected Topics Lecture GIS and mobility research planning
 
Rail station passenger congestion: Thinking outside the station
Rail station passenger congestion: Thinking outside the stationRail station passenger congestion: Thinking outside the station
Rail station passenger congestion: Thinking outside the station
 
09 Parking Studies (Traffic Engineering هندسة المرور & Prof. Saad AlGadhi)
09 Parking Studies (Traffic Engineering هندسة المرور & Prof. Saad AlGadhi)09 Parking Studies (Traffic Engineering هندسة المرور & Prof. Saad AlGadhi)
09 Parking Studies (Traffic Engineering هندسة المرور & Prof. Saad AlGadhi)
 
GI-Forum 2014: Assessing bicycle safety in road networks
GI-Forum 2014: Assessing bicycle safety in road networksGI-Forum 2014: Assessing bicycle safety in road networks
GI-Forum 2014: Assessing bicycle safety in road networks
 
Multidimensional Monitoring of Cycling Mobility
Multidimensional Monitoring of Cycling MobilityMultidimensional Monitoring of Cycling Mobility
Multidimensional Monitoring of Cycling Mobility
 
Design of Road Project Using MX Software
Design of Road Project Using MX Software Design of Road Project Using MX Software
Design of Road Project Using MX Software
 
A system of cars, trains, planes, ships and people
A system of cars, trains, planes, ships and peopleA system of cars, trains, planes, ships and people
A system of cars, trains, planes, ships and people
 
Emires short
Emires shortEmires short
Emires short
 
Theresa Aubrechtová @FTF2013
Theresa Aubrechtová @FTF2013Theresa Aubrechtová @FTF2013
Theresa Aubrechtová @FTF2013
 
Digitalcartography
DigitalcartographyDigitalcartography
Digitalcartography
 
Spatial analysis and modelling of bicycle accidents and safety threats
Spatial analysis and modelling of bicycle accidents and safety threatsSpatial analysis and modelling of bicycle accidents and safety threats
Spatial analysis and modelling of bicycle accidents and safety threats
 
08 Agency Of Mapping
08 Agency Of Mapping08 Agency Of Mapping
08 Agency Of Mapping
 
Airborne vehicle detection in dense urban areas using ho g features and dispa...
Airborne vehicle detection in dense urban areas using ho g features and dispa...Airborne vehicle detection in dense urban areas using ho g features and dispa...
Airborne vehicle detection in dense urban areas using ho g features and dispa...
 
Transport Demand Information
Transport Demand InformationTransport Demand Information
Transport Demand Information
 
Skew lines
Skew linesSkew lines
Skew lines
 

Más de Anita Graser

Trajectory Visualization in Notebook Environments @ GI_Salzburg 2022
Trajectory Visualization in Notebook Environments @ GI_Salzburg 2022Trajectory Visualization in Notebook Environments @ GI_Salzburg 2022
Trajectory Visualization in Notebook Environments @ GI_Salzburg 2022Anita Graser
 
Movement Data in GIS - Geobeer Lightning Talk, 2021-03-08
Movement Data in GIS - Geobeer Lightning Talk, 2021-03-08Movement Data in GIS - Geobeer Lightning Talk, 2021-03-08
Movement Data in GIS - Geobeer Lightning Talk, 2021-03-08Anita Graser
 
Exploratory Analysis of Massive Movement Data (RGS-IBG GIScience Research Gro...
Exploratory Analysis of Massive Movement Data (RGS-IBG GIScience Research Gro...Exploratory Analysis of Massive Movement Data (RGS-IBG GIScience Research Gro...
Exploratory Analysis of Massive Movement Data (RGS-IBG GIScience Research Gro...Anita Graser
 
From Simple Features to Moving Features and Beyond? at OGC Member Meeting, Se...
From Simple Features to Moving Features and Beyond? at OGC Member Meeting, Se...From Simple Features to Moving Features and Beyond? at OGC Member Meeting, Se...
From Simple Features to Moving Features and Beyond? at OGC Member Meeting, Se...Anita Graser
 
Data-driven Trajectory Prediction in Maritime LBS
Data-driven Trajectory Prediction in Maritime LBSData-driven Trajectory Prediction in Maritime LBS
Data-driven Trajectory Prediction in Maritime LBSAnita Graser
 
Big Spatial(!) Data Processing mit GeoMesa. AGIT 2019, Salzburg, Austria.
Big Spatial(!) Data Processing mit GeoMesa. AGIT 2019, Salzburg, Austria.Big Spatial(!) Data Processing mit GeoMesa. AGIT 2019, Salzburg, Austria.
Big Spatial(!) Data Processing mit GeoMesa. AGIT 2019, Salzburg, Austria.Anita Graser
 
MovingPandas at PyDays Vienna 2019
MovingPandas at PyDays Vienna 2019MovingPandas at PyDays Vienna 2019
MovingPandas at PyDays Vienna 2019Anita Graser
 
QGIS das Opensource GIS at Linuxwochen Wien 2019
QGIS das Opensource GIS at Linuxwochen Wien 2019QGIS das Opensource GIS at Linuxwochen Wien 2019
QGIS das Opensource GIS at Linuxwochen Wien 2019Anita Graser
 
GIScience for Dynamic Transportation Systems, GIScience Colloquium, Universit...
GIScience for Dynamic Transportation Systems, GIScience Colloquium, Universit...GIScience for Dynamic Transportation Systems, GIScience Colloquium, Universit...
GIScience for Dynamic Transportation Systems, GIScience Colloquium, Universit...Anita Graser
 
QGIS Neuigkeiten @ AGIT2017
QGIS Neuigkeiten @ AGIT2017QGIS Neuigkeiten @ AGIT2017
QGIS Neuigkeiten @ AGIT2017Anita Graser
 
QGIS Processing at Linuxwochen Wien / PyDays 2017
QGIS Processing at Linuxwochen Wien / PyDays 2017QGIS Processing at Linuxwochen Wien / PyDays 2017
QGIS Processing at Linuxwochen Wien / PyDays 2017Anita Graser
 
Neuigkeiten vom QGIS-Projekt - AGIT 2016
Neuigkeiten vom QGIS-Projekt - AGIT 2016Neuigkeiten vom QGIS-Projekt - AGIT 2016
Neuigkeiten vom QGIS-Projekt - AGIT 2016Anita Graser
 
Spatial Data Analysis & Visualization with QGIS - Vienna Data Science Meetup
Spatial Data Analysis & Visualization with QGIS - Vienna Data Science MeetupSpatial Data Analysis & Visualization with QGIS - Vienna Data Science Meetup
Spatial Data Analysis & Visualization with QGIS - Vienna Data Science MeetupAnita Graser
 
Better Urban Travel Time Estimates Using Street Network Centrality #Eurocarto15
Better Urban Travel Time Estimates Using Street Network Centrality #Eurocarto15Better Urban Travel Time Estimates Using Street Network Centrality #Eurocarto15
Better Urban Travel Time Estimates Using Street Network Centrality #Eurocarto15Anita Graser
 
Time Manager Vortrag vom QGIS-DE Anwendertreffen 2015
Time Manager Vortrag vom QGIS-DE Anwendertreffen 2015Time Manager Vortrag vom QGIS-DE Anwendertreffen 2015
Time Manager Vortrag vom QGIS-DE Anwendertreffen 2015Anita Graser
 
Time Manager Workshop vom QGIS-DE Anwendertreffen 2015
Time Manager Workshop vom QGIS-DE Anwendertreffen 2015Time Manager Workshop vom QGIS-DE Anwendertreffen 2015
Time Manager Workshop vom QGIS-DE Anwendertreffen 2015Anita Graser
 
Improving Navigation: Automated Name Extraction for Separately Mapped Pedestr...
Improving Navigation: Automated Name Extraction for Separately Mapped Pedestr...Improving Navigation: Automated Name Extraction for Separately Mapped Pedestr...
Improving Navigation: Automated Name Extraction for Separately Mapped Pedestr...Anita Graser
 
Routing mit OSM - #AGIT2015
Routing mit OSM - #AGIT2015Routing mit OSM - #AGIT2015
Routing mit OSM - #AGIT2015Anita Graser
 
QGIS jenseits von zwei Dimensionen - KAGIS-Fachtagung 2015
QGIS jenseits von zwei Dimensionen - KAGIS-Fachtagung 2015QGIS jenseits von zwei Dimensionen - KAGIS-Fachtagung 2015
QGIS jenseits von zwei Dimensionen - KAGIS-Fachtagung 2015Anita Graser
 
Time Manager Workshop at #QGIS2015 Conference in Nodebo
Time Manager Workshop at #QGIS2015 Conference in NodeboTime Manager Workshop at #QGIS2015 Conference in Nodebo
Time Manager Workshop at #QGIS2015 Conference in NodeboAnita Graser
 

Más de Anita Graser (20)

Trajectory Visualization in Notebook Environments @ GI_Salzburg 2022
Trajectory Visualization in Notebook Environments @ GI_Salzburg 2022Trajectory Visualization in Notebook Environments @ GI_Salzburg 2022
Trajectory Visualization in Notebook Environments @ GI_Salzburg 2022
 
Movement Data in GIS - Geobeer Lightning Talk, 2021-03-08
Movement Data in GIS - Geobeer Lightning Talk, 2021-03-08Movement Data in GIS - Geobeer Lightning Talk, 2021-03-08
Movement Data in GIS - Geobeer Lightning Talk, 2021-03-08
 
Exploratory Analysis of Massive Movement Data (RGS-IBG GIScience Research Gro...
Exploratory Analysis of Massive Movement Data (RGS-IBG GIScience Research Gro...Exploratory Analysis of Massive Movement Data (RGS-IBG GIScience Research Gro...
Exploratory Analysis of Massive Movement Data (RGS-IBG GIScience Research Gro...
 
From Simple Features to Moving Features and Beyond? at OGC Member Meeting, Se...
From Simple Features to Moving Features and Beyond? at OGC Member Meeting, Se...From Simple Features to Moving Features and Beyond? at OGC Member Meeting, Se...
From Simple Features to Moving Features and Beyond? at OGC Member Meeting, Se...
 
Data-driven Trajectory Prediction in Maritime LBS
Data-driven Trajectory Prediction in Maritime LBSData-driven Trajectory Prediction in Maritime LBS
Data-driven Trajectory Prediction in Maritime LBS
 
Big Spatial(!) Data Processing mit GeoMesa. AGIT 2019, Salzburg, Austria.
Big Spatial(!) Data Processing mit GeoMesa. AGIT 2019, Salzburg, Austria.Big Spatial(!) Data Processing mit GeoMesa. AGIT 2019, Salzburg, Austria.
Big Spatial(!) Data Processing mit GeoMesa. AGIT 2019, Salzburg, Austria.
 
MovingPandas at PyDays Vienna 2019
MovingPandas at PyDays Vienna 2019MovingPandas at PyDays Vienna 2019
MovingPandas at PyDays Vienna 2019
 
QGIS das Opensource GIS at Linuxwochen Wien 2019
QGIS das Opensource GIS at Linuxwochen Wien 2019QGIS das Opensource GIS at Linuxwochen Wien 2019
QGIS das Opensource GIS at Linuxwochen Wien 2019
 
GIScience for Dynamic Transportation Systems, GIScience Colloquium, Universit...
GIScience for Dynamic Transportation Systems, GIScience Colloquium, Universit...GIScience for Dynamic Transportation Systems, GIScience Colloquium, Universit...
GIScience for Dynamic Transportation Systems, GIScience Colloquium, Universit...
 
QGIS Neuigkeiten @ AGIT2017
QGIS Neuigkeiten @ AGIT2017QGIS Neuigkeiten @ AGIT2017
QGIS Neuigkeiten @ AGIT2017
 
QGIS Processing at Linuxwochen Wien / PyDays 2017
QGIS Processing at Linuxwochen Wien / PyDays 2017QGIS Processing at Linuxwochen Wien / PyDays 2017
QGIS Processing at Linuxwochen Wien / PyDays 2017
 
Neuigkeiten vom QGIS-Projekt - AGIT 2016
Neuigkeiten vom QGIS-Projekt - AGIT 2016Neuigkeiten vom QGIS-Projekt - AGIT 2016
Neuigkeiten vom QGIS-Projekt - AGIT 2016
 
Spatial Data Analysis & Visualization with QGIS - Vienna Data Science Meetup
Spatial Data Analysis & Visualization with QGIS - Vienna Data Science MeetupSpatial Data Analysis & Visualization with QGIS - Vienna Data Science Meetup
Spatial Data Analysis & Visualization with QGIS - Vienna Data Science Meetup
 
Better Urban Travel Time Estimates Using Street Network Centrality #Eurocarto15
Better Urban Travel Time Estimates Using Street Network Centrality #Eurocarto15Better Urban Travel Time Estimates Using Street Network Centrality #Eurocarto15
Better Urban Travel Time Estimates Using Street Network Centrality #Eurocarto15
 
Time Manager Vortrag vom QGIS-DE Anwendertreffen 2015
Time Manager Vortrag vom QGIS-DE Anwendertreffen 2015Time Manager Vortrag vom QGIS-DE Anwendertreffen 2015
Time Manager Vortrag vom QGIS-DE Anwendertreffen 2015
 
Time Manager Workshop vom QGIS-DE Anwendertreffen 2015
Time Manager Workshop vom QGIS-DE Anwendertreffen 2015Time Manager Workshop vom QGIS-DE Anwendertreffen 2015
Time Manager Workshop vom QGIS-DE Anwendertreffen 2015
 
Improving Navigation: Automated Name Extraction for Separately Mapped Pedestr...
Improving Navigation: Automated Name Extraction for Separately Mapped Pedestr...Improving Navigation: Automated Name Extraction for Separately Mapped Pedestr...
Improving Navigation: Automated Name Extraction for Separately Mapped Pedestr...
 
Routing mit OSM - #AGIT2015
Routing mit OSM - #AGIT2015Routing mit OSM - #AGIT2015
Routing mit OSM - #AGIT2015
 
QGIS jenseits von zwei Dimensionen - KAGIS-Fachtagung 2015
QGIS jenseits von zwei Dimensionen - KAGIS-Fachtagung 2015QGIS jenseits von zwei Dimensionen - KAGIS-Fachtagung 2015
QGIS jenseits von zwei Dimensionen - KAGIS-Fachtagung 2015
 
Time Manager Workshop at #QGIS2015 Conference in Nodebo
Time Manager Workshop at #QGIS2015 Conference in NodeboTime Manager Workshop at #QGIS2015 Conference in Nodebo
Time Manager Workshop at #QGIS2015 Conference in Nodebo
 

Último

Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024The Digital Insurer
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesBoston Institute of Analytics
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyKhushali Kathiriya
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingEdi Saputra
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUK Journal
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
Top 10 Most Downloaded Games on Play Store in 2024
Top 10 Most Downloaded Games on Play Store in 2024Top 10 Most Downloaded Games on Play Store in 2024
Top 10 Most Downloaded Games on Play Store in 2024SynarionITSolutions
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CVKhem
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MIND CTI
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...apidays
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...DianaGray10
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processorsdebabhi2
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...apidays
 

Último (20)

Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation Strategies
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
Top 10 Most Downloaded Games on Play Store in 2024
Top 10 Most Downloaded Games on Play Store in 2024Top 10 Most Downloaded Games on Play Store in 2024
Top 10 Most Downloaded Games on Play Store in 2024
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
 

Integrating Open Spaces into OSM Routing Graphs for Realistic Crossing Behaviour in Pedestrian Navigation

  • 1. Anita Graser Scientist, Mobility Department – AIT Austrian Institute of Technology Integrating Open Spaces into OpenStreetMap Routing Graphs for Realistic Crossing Behaviour in Pedestrian Navigation Plaza Mayor – cc-by Kris Arnold on Flicker
  • 2. Outline 1. Problem description 2. Approaches 3. Results 4. Further improvements 5. Conclusions 3
  • 3. Open Spaces & Pedestrian Navigation The Issue “Turn left onto Josefsplatz” after 140 meters: “Turn left”
  • 4. Open Spaces & Pedestrian Navigation The Issue
  • 5. Open Spaces & Pedestrian Navigation Approaches 5 different approaches  Medial axis  Straight skeleton  Regular grid  Visibility graph  (Least-cost path over cost surface)
  • 6. Open Spaces & Pedestrian Navigation Least-cost path over a cost surface Impassable / high cost (e.g. buildings) Passable / medium cost (e.g. roads) Preferred / low cost (e.g. sidewalks)
  • 7. Open Spaces & Pedestrian Navigation Medial axis & straight skeleton medial axis straight skeleton points that have more than one closest neighbour on the polygon boundary like a roof which covers the polygon with constant slope on each side
  • 8. Open Spaces & Pedestrian Navigation Regular grid & visibility graph Regular grid Visibility graph
  • 9. Open Spaces & Pedestrian Navigation Routing results 100m 102m 116m 91m 144m
  • 10. Open Spaces & Pedestrian Navigation Routing graph integration
  • 11. Open Spaces & Pedestrian Navigation Implementation results 31 nodes
  • 12. Open Spaces & Pedestrian Navigation Implementation results 234 nodes
  • 13. Open Spaces & Pedestrian Navigation Improvements 282 edges 19 edges
  • 14. Open Spaces & Pedestrian Navigation Conclusion  visibility graphs  realistic crossing behaviour on direct routes, without unnecessary detours  respects potential obstacles such as buildings  should be integrated directly into OSM graph-generation tools  improve routing results  more appropriate navigation instructions  project PERRON