SlideShare a Scribd company logo
1 of 25
Data for
Sustainable Mobility
Martin Loidl | martin.loidl@sbg.ac.at
ISDE12: Data Driven Spatial Intelligence
Salzburg, July 7th 2021
2
“… only the measurable aspects count. […]
some modes of transport are very measurable.”
Koglin & Rye (2014: 216)
3
4
https://www.google.
at/maps
5
Focus on motorized modes.
6
Pedestrians and cyclists are marginalized in
the data sphere
“Both modes [walking, cycling] have long lacked
predictive planning tools and are often [...] merely
treated as a combined remainder left over after
modelling motorised modes. This perpetuates a lack
of predictive data not similarly experienced in
planning public transport provision.”
Aldred et al. (2019: 156)
7
Modernism
Concepts,
methods,
models
Measure-
ments
Planning
Tech-optimism:
car as indicator for
prosperity
Transport models
with a focus on
motorized traffic
(car, PT)
Data acquisition
for motorized
modes
Car-centric
urban/transport
planning and
implementation
verify
realizes
supports
inspired by Koglin & Rye (2014)
8
In the 1960s planners viewed the car as the travel mode of the future, and swaths of the city were destroyed
to make way for motorised traffic. Photograph: Fotocollectie Anefo/Society for the Nationaal Archief
https://www.theguardian.com/cities/2015/may/05/amsterdam-bicycle-capital-world-transport-
cycling-kindermoord
9
Data for providing an evidence base
 Evaluation
 From single use cases to representative
conclusions
 Monitoring (KPIs)
 Visibility » promotion of sustainable
mobility
10
What do we expect?
11
https://www.visualcapitalist.com/how-much-data-is-generated-each-day/
12
https://visitingnegev.com/wp-content/uploads/2018/12/floodseinavdatelion-
1024x683.jpg
https://upload.wikimedia.org/wikipedia/commons/thumb/0/05/En-avedat-upper-
entrance-canyon-b.JPG/1920px-En-avedat-upper-entrance-canyon-b.JPG
“The context for geographic research has shifted
from a data-scarce to a data-rich environment”
Miller & Goodchild (2015: 349)
13
https://www.zigerlig.ch/fileadmin/user_upload/Bilder/therm
o-hydrograph1.png
https://de.wikipedia.org/wiki/Hygrograph#/media/Datei:Hygrograph_-_Kolkata_2012-01-
23_8701.JPG
Automation Digitalization
14
https://fdn.gsmarena.com/imgroot/news/19/05/pixel-3a-teardown/-727/gsmarena_001.jpg
Miniaturization of sensors
 Ubiquitous internet
 IoT
 Data streams
Data from sustainable mobility?
18
What do we actually have?
19
“More than half of the countries (18 out of 30)
mentioned difficulties when collecting active
modes data. In countries with a systematic data
collection structure, difficulties due to under
reporting and bias or partial data were
mentioned. In seven countries the lack of
systematic and consistent data collection is
mentioned, whilst three countries mention a
complete lack of data.”
Steenberghen et al. (2017: 15)
20
 Full count
 Point location
Stationary counting
systems
21
 Representative
 High effort
 Snapshot
Mobility surveys
Steenberghen
et al. (2017)
22
 Network data
 High temporal and
spatial resolution
 Additional (socio-
demographic) data
 Not representative
 Skewed
Tracking apps
23
Blind spot?
By Ske. - See below, CC BY-SA 3.0,
https://commons.wikimedia.org/w/index.php
?curid=92925
24
25
Challenges (for GIScience)
26
27
Lack of sound concepts for data
triangulation.
 Data fusion
 Mixed-methods
28
 Availability and
accessibility
 Representativeness
 Data triangulation
 Ethics and privacy
 Organisation
 https://mobilitylab.zgis.at
 martin.loidl@sbg.ac.at
twitter.com/gicycle_
Political implication
Contribution to SDG

More Related Content

What's hot

Lessons learned from the winter cycling survey
Lessons learned from the winter cycling surveyLessons learned from the winter cycling survey
Lessons learned from the winter cycling surveyMartin L
 
Cycling modeling in Helsinki & Utrecht
Cycling modeling in Helsinki & UtrechtCycling modeling in Helsinki & Utrecht
Cycling modeling in Helsinki & UtrechtHerbert Tiemens
 
Smart Logistics event in Vantaa on 14th May 2019
Smart Logistics event in Vantaa on 14th May 2019Smart Logistics event in Vantaa on 14th May 2019
Smart Logistics event in Vantaa on 14th May 2019Helsinki Region Infoshare
 
Spatial Information and Bicycling Safety
Spatial Information and Bicycling SafetySpatial Information and Bicycling Safety
Spatial Information and Bicycling SafetyMartin L
 
A very high resolution bicycle flow model
A very high resolution bicycle flow modelA very high resolution bicycle flow model
A very high resolution bicycle flow modelMartin L
 
Multidimensional Monitoring of Cycling Mobility
Multidimensional Monitoring of Cycling MobilityMultidimensional Monitoring of Cycling Mobility
Multidimensional Monitoring of Cycling MobilityMartin L
 
Spatial information on bicycle crash risk for evidence-based interventions on...
Spatial information on bicycle crash risk for evidence-based interventions on...Spatial information on bicycle crash risk for evidence-based interventions on...
Spatial information on bicycle crash risk for evidence-based interventions on...Martin L
 
Virtual Worlds and NWS Operations
Virtual Worlds and NWS OperationsVirtual Worlds and NWS Operations
Virtual Worlds and NWS OperationsEric Hackathorn
 
People Make Cities Smart
People Make Cities SmartPeople Make Cities Smart
People Make Cities SmartAndrew Nash
 
Peter Budd - Session 2 The Role of Airport Cities in Urban Renewal and Econom...
Peter Budd - Session 2 The Role of Airport Cities in Urban Renewal and Econom...Peter Budd - Session 2 The Role of Airport Cities in Urban Renewal and Econom...
Peter Budd - Session 2 The Role of Airport Cities in Urban Renewal and Econom...Global Airport Cities
 
Better Mapping II - Sourcing good data
Better Mapping II - Sourcing good dataBetter Mapping II - Sourcing good data
Better Mapping II - Sourcing good dataSteve Chilton
 
SMART International Symposium for Next Generation Infrastructure: An integrat...
SMART International Symposium for Next Generation Infrastructure: An integrat...SMART International Symposium for Next Generation Infrastructure: An integrat...
SMART International Symposium for Next Generation Infrastructure: An integrat...SMART Infrastructure Facility
 
The role of open data in driving sustainable mobility in nine smart cities
The role of open data in driving sustainable mobility in nine smart citiesThe role of open data in driving sustainable mobility in nine smart cities
The role of open data in driving sustainable mobility in nine smart citiesPiyush Yadav
 
GIS and its value in the oil and gas
GIS and its value in the oil and gasGIS and its value in the oil and gas
GIS and its value in the oil and gasAndrew Cutts
 
Neocartography: the crowd and the cloud
Neocartography: the crowd and the cloudNeocartography: the crowd and the cloud
Neocartography: the crowd and the cloudSteve Chilton
 
Open data for local self governance: learnings from five Ukrainian cities - N...
Open data for local self governance: learnings from five Ukrainian cities - N...Open data for local self governance: learnings from five Ukrainian cities - N...
Open data for local self governance: learnings from five Ukrainian cities - N...mysociety
 

What's hot (20)

Lessons learned from the winter cycling survey
Lessons learned from the winter cycling surveyLessons learned from the winter cycling survey
Lessons learned from the winter cycling survey
 
Cycling modeling in Helsinki & Utrecht
Cycling modeling in Helsinki & UtrechtCycling modeling in Helsinki & Utrecht
Cycling modeling in Helsinki & Utrecht
 
Smart Logistics event in Vantaa on 14th May 2019
Smart Logistics event in Vantaa on 14th May 2019Smart Logistics event in Vantaa on 14th May 2019
Smart Logistics event in Vantaa on 14th May 2019
 
Spatial Information and Bicycling Safety
Spatial Information and Bicycling SafetySpatial Information and Bicycling Safety
Spatial Information and Bicycling Safety
 
A very high resolution bicycle flow model
A very high resolution bicycle flow modelA very high resolution bicycle flow model
A very high resolution bicycle flow model
 
Multidimensional Monitoring of Cycling Mobility
Multidimensional Monitoring of Cycling MobilityMultidimensional Monitoring of Cycling Mobility
Multidimensional Monitoring of Cycling Mobility
 
Spatial information on bicycle crash risk for evidence-based interventions on...
Spatial information on bicycle crash risk for evidence-based interventions on...Spatial information on bicycle crash risk for evidence-based interventions on...
Spatial information on bicycle crash risk for evidence-based interventions on...
 
Smart City Concept
Smart City ConceptSmart City Concept
Smart City Concept
 
Whats neo?
Whats neo?Whats neo?
Whats neo?
 
Virtual Worlds and NWS Operations
Virtual Worlds and NWS OperationsVirtual Worlds and NWS Operations
Virtual Worlds and NWS Operations
 
People Make Cities Smart
People Make Cities SmartPeople Make Cities Smart
People Make Cities Smart
 
Peter Budd - Session 2 The Role of Airport Cities in Urban Renewal and Econom...
Peter Budd - Session 2 The Role of Airport Cities in Urban Renewal and Econom...Peter Budd - Session 2 The Role of Airport Cities in Urban Renewal and Econom...
Peter Budd - Session 2 The Role of Airport Cities in Urban Renewal and Econom...
 
Better Mapping II - Sourcing good data
Better Mapping II - Sourcing good dataBetter Mapping II - Sourcing good data
Better Mapping II - Sourcing good data
 
SMART International Symposium for Next Generation Infrastructure: An integrat...
SMART International Symposium for Next Generation Infrastructure: An integrat...SMART International Symposium for Next Generation Infrastructure: An integrat...
SMART International Symposium for Next Generation Infrastructure: An integrat...
 
The role of open data in driving sustainable mobility in nine smart cities
The role of open data in driving sustainable mobility in nine smart citiesThe role of open data in driving sustainable mobility in nine smart cities
The role of open data in driving sustainable mobility in nine smart cities
 
Exploitation Platform
Exploitation PlatformExploitation Platform
Exploitation Platform
 
1.8 euro beinat
1.8 euro beinat1.8 euro beinat
1.8 euro beinat
 
GIS and its value in the oil and gas
GIS and its value in the oil and gasGIS and its value in the oil and gas
GIS and its value in the oil and gas
 
Neocartography: the crowd and the cloud
Neocartography: the crowd and the cloudNeocartography: the crowd and the cloud
Neocartography: the crowd and the cloud
 
Open data for local self governance: learnings from five Ukrainian cities - N...
Open data for local self governance: learnings from five Ukrainian cities - N...Open data for local self governance: learnings from five Ukrainian cities - N...
Open data for local self governance: learnings from five Ukrainian cities - N...
 

Similar to Data for Sustainable Mobility

High Performance Computing and Geo-Visualization for Smart Decision Making
High Performance Computing and Geo-Visualization for Smart Decision Making High Performance Computing and Geo-Visualization for Smart Decision Making
High Performance Computing and Geo-Visualization for Smart Decision Making Nicolas Lachance-Bernard
 
Das QROWD-Projekt - Because Big Data Integration is Humanly Possible
Das QROWD-Projekt - Because Big Data Integration is Humanly PossibleDas QROWD-Projekt - Because Big Data Integration is Humanly Possible
Das QROWD-Projekt - Because Big Data Integration is Humanly PossibleLeipziger Semantic Web Tag
 
Hyperconnected Travel and Transport in Action
Hyperconnected Travel and Transport in ActionHyperconnected Travel and Transport in Action
Hyperconnected Travel and Transport in ActionBoston Consulting Group
 
TFF2023 - Navigating Tourism Data Nexus
TFF2023 - Navigating Tourism Data NexusTFF2023 - Navigating Tourism Data Nexus
TFF2023 - Navigating Tourism Data NexusTourismFastForward
 
Application of GIS in Transportation Planning
Application of GIS in Transportation Planning Application of GIS in Transportation Planning
Application of GIS in Transportation Planning shrikrishna kesharwani
 
The Micromobility Policy Playbook by Regina Clewlow
The Micromobility Policy Playbook by Regina ClewlowThe Micromobility Policy Playbook by Regina Clewlow
The Micromobility Policy Playbook by Regina ClewlowForth
 
(Geo-) Daten für ein besseres Verständnis der Fahrradmobilität
(Geo-) Daten für ein besseres Verständnis der Fahrradmobilität(Geo-) Daten für ein besseres Verständnis der Fahrradmobilität
(Geo-) Daten für ein besseres Verständnis der FahrradmobilitätMartin L
 
Citiviz CTI-Invest CEODay 2013, Bern, Switzerland
Citiviz CTI-Invest CEODay 2013, Bern, SwitzerlandCitiviz CTI-Invest CEODay 2013, Bern, Switzerland
Citiviz CTI-Invest CEODay 2013, Bern, SwitzerlandNicolas Lachance-Bernard
 
Public transports in data age
Public transports in data agePublic transports in data age
Public transports in data ageRui Gonçalves
 
Global Challenge Porjct Report -Coursework of University of Bristol
Global Challenge Porjct Report -Coursework of University of Bristol Global Challenge Porjct Report -Coursework of University of Bristol
Global Challenge Porjct Report -Coursework of University of Bristol ssusera0a3b6
 
Research and Development in Electric Smart Public Transportation
Research and Development in Electric Smart Public TransportationResearch and Development in Electric Smart Public Transportation
Research and Development in Electric Smart Public TransportationYannes Martinus Pasaribu
 
April 2020 top read artilce in Computer Science and Information Technology
April 2020 top read artilce in  Computer Science and Information TechnologyApril 2020 top read artilce in  Computer Science and Information Technology
April 2020 top read artilce in Computer Science and Information TechnologyAIRCC Publishing Corporation
 
Leveraging the Platform effect for cities
Leveraging the Platform effect for citiesLeveraging the Platform effect for cities
Leveraging the Platform effect for citiesAlex Gluhak
 
Geographical information system in transportation planning
Geographical information system in transportation planning Geographical information system in transportation planning
Geographical information system in transportation planning shayiqRashid
 
Open Data Hub - Roberto Cavaliere - Open Data Hub Mobility Data Space
Open Data Hub - Roberto Cavaliere - Open Data Hub Mobility Data SpaceOpen Data Hub - Roberto Cavaliere - Open Data Hub Mobility Data Space
Open Data Hub - Roberto Cavaliere - Open Data Hub Mobility Data SpaceSouth Tyrol Free Software Conference
 
Big data and public transport
Big data and public transportBig data and public transport
Big data and public transportTristan Wiggill
 
OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...
OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...
OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...CycleStreets
 
An Introduction to CityGRID
An Introduction to CityGRIDAn Introduction to CityGRID
An Introduction to CityGRIDRollo Home
 

Similar to Data for Sustainable Mobility (20)

High Performance Computing and Geo-Visualization for Smart Decision Making
High Performance Computing and Geo-Visualization for Smart Decision Making High Performance Computing and Geo-Visualization for Smart Decision Making
High Performance Computing and Geo-Visualization for Smart Decision Making
 
Das QROWD-Projekt - Because Big Data Integration is Humanly Possible
Das QROWD-Projekt - Because Big Data Integration is Humanly PossibleDas QROWD-Projekt - Because Big Data Integration is Humanly Possible
Das QROWD-Projekt - Because Big Data Integration is Humanly Possible
 
Hyperconnected Travel and Transport in Action
Hyperconnected Travel and Transport in ActionHyperconnected Travel and Transport in Action
Hyperconnected Travel and Transport in Action
 
TFF2023 - Navigating Tourism Data Nexus
TFF2023 - Navigating Tourism Data NexusTFF2023 - Navigating Tourism Data Nexus
TFF2023 - Navigating Tourism Data Nexus
 
Application of GIS in Transportation Planning
Application of GIS in Transportation Planning Application of GIS in Transportation Planning
Application of GIS in Transportation Planning
 
The Micromobility Policy Playbook by Regina Clewlow
The Micromobility Policy Playbook by Regina ClewlowThe Micromobility Policy Playbook by Regina Clewlow
The Micromobility Policy Playbook by Regina Clewlow
 
(Geo-) Daten für ein besseres Verständnis der Fahrradmobilität
(Geo-) Daten für ein besseres Verständnis der Fahrradmobilität(Geo-) Daten für ein besseres Verständnis der Fahrradmobilität
(Geo-) Daten für ein besseres Verständnis der Fahrradmobilität
 
Citiviz CTI-Invest CEODay 2013, Bern, Switzerland
Citiviz CTI-Invest CEODay 2013, Bern, SwitzerlandCitiviz CTI-Invest CEODay 2013, Bern, Switzerland
Citiviz CTI-Invest CEODay 2013, Bern, Switzerland
 
Public transports in data age
Public transports in data agePublic transports in data age
Public transports in data age
 
Global Challenge Porjct Report -Coursework of University of Bristol
Global Challenge Porjct Report -Coursework of University of Bristol Global Challenge Porjct Report -Coursework of University of Bristol
Global Challenge Porjct Report -Coursework of University of Bristol
 
Research and Development in Electric Smart Public Transportation
Research and Development in Electric Smart Public TransportationResearch and Development in Electric Smart Public Transportation
Research and Development in Electric Smart Public Transportation
 
A Ground- Level View of Connected Vehicles
A Ground- Level View of Connected Vehicles A Ground- Level View of Connected Vehicles
A Ground- Level View of Connected Vehicles
 
AGI Cymru 2013 - Perspectives from Above - Linknode Ltd
AGI Cymru 2013 - Perspectives from Above - Linknode LtdAGI Cymru 2013 - Perspectives from Above - Linknode Ltd
AGI Cymru 2013 - Perspectives from Above - Linknode Ltd
 
April 2020 top read artilce in Computer Science and Information Technology
April 2020 top read artilce in  Computer Science and Information TechnologyApril 2020 top read artilce in  Computer Science and Information Technology
April 2020 top read artilce in Computer Science and Information Technology
 
Leveraging the Platform effect for cities
Leveraging the Platform effect for citiesLeveraging the Platform effect for cities
Leveraging the Platform effect for cities
 
Geographical information system in transportation planning
Geographical information system in transportation planning Geographical information system in transportation planning
Geographical information system in transportation planning
 
Open Data Hub - Roberto Cavaliere - Open Data Hub Mobility Data Space
Open Data Hub - Roberto Cavaliere - Open Data Hub Mobility Data SpaceOpen Data Hub - Roberto Cavaliere - Open Data Hub Mobility Data Space
Open Data Hub - Roberto Cavaliere - Open Data Hub Mobility Data Space
 
Big data and public transport
Big data and public transportBig data and public transport
Big data and public transport
 
OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...
OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...
OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...
 
An Introduction to CityGRID
An Introduction to CityGRIDAn Introduction to CityGRID
An Introduction to CityGRID
 

More from Martin L

Fitnesscenter Arbeitsweg
Fitnesscenter ArbeitswegFitnesscenter Arbeitsweg
Fitnesscenter ArbeitswegMartin L
 
Looking at cycling mobility through geographical lenses
Looking at cycling mobility through geographical lensesLooking at cycling mobility through geographical lenses
Looking at cycling mobility through geographical lensesMartin L
 
Promoting active, healthy commuting
Promoting active, healthy commutingPromoting active, healthy commuting
Promoting active, healthy commutingMartin L
 
GISMO - Interdisziplinäre Forschung zur Förderung aktiver, gesunder Pendelmob...
GISMO - Interdisziplinäre Forschung zur Förderung aktiver, gesunder Pendelmob...GISMO - Interdisziplinäre Forschung zur Förderung aktiver, gesunder Pendelmob...
GISMO - Interdisziplinäre Forschung zur Förderung aktiver, gesunder Pendelmob...Martin L
 
Spatial Information for Bicycle Flow Modelling
Spatial Information for Bicycle Flow ModellingSpatial Information for Bicycle Flow Modelling
Spatial Information for Bicycle Flow ModellingMartin L
 
Gesünder durch Alternativen zum Auto
Gesünder durch Alternativen zum AutoGesünder durch Alternativen zum Auto
Gesünder durch Alternativen zum AutoMartin L
 
Geography as melting pot for cross-domain bicycling research and promotion
Geography as melting pot for cross-domain bicycling research and promotionGeography as melting pot for cross-domain bicycling research and promotion
Geography as melting pot for cross-domain bicycling research and promotionMartin L
 
GISMO beim Forschungsforum Mobilität 2017
GISMO beim Forschungsforum Mobilität 2017GISMO beim Forschungsforum Mobilität 2017
GISMO beim Forschungsforum Mobilität 2017Martin L
 
Floating Bicycle Data
Floating Bicycle DataFloating Bicycle Data
Floating Bicycle DataMartin L
 
Räumliche Information und Radverkehrssicherheit
Räumliche Information und RadverkehrssicherheitRäumliche Information und Radverkehrssicherheit
Räumliche Information und RadverkehrssicherheitMartin L
 
A review of current online bicycle routing portals and their potential role i...
A review of current online bicycle routing portals and their potential role i...A review of current online bicycle routing portals and their potential role i...
A review of current online bicycle routing portals and their potential role i...Martin L
 
Bicycle Risk Estimation - Short Report
Bicycle Risk Estimation - Short ReportBicycle Risk Estimation - Short Report
Bicycle Risk Estimation - Short ReportMartin L
 
AGIT 2015 - OSM Spezialforum: OGD und OSM Daten für die Netzwerkmodellierung ...
AGIT 2015 - OSM Spezialforum: OGD und OSM Daten für die Netzwerkmodellierung ...AGIT 2015 - OSM Spezialforum: OGD und OSM Daten für die Netzwerkmodellierung ...
AGIT 2015 - OSM Spezialforum: OGD und OSM Daten für die Netzwerkmodellierung ...Martin L
 
AGIT 2015: Qualitätssicherungs- und Modellierungsroutinen bei der Verwendung ...
AGIT 2015: Qualitätssicherungs- und Modellierungsroutinen bei der Verwendung ...AGIT 2015: Qualitätssicherungs- und Modellierungsroutinen bei der Verwendung ...
AGIT 2015: Qualitätssicherungs- und Modellierungsroutinen bei der Verwendung ...Martin L
 
#AAG2015 presentation on OSM attribute inconsistency and semantic heterogeneity
#AAG2015 presentation on OSM attribute inconsistency and semantic heterogeneity#AAG2015 presentation on OSM attribute inconsistency and semantic heterogeneity
#AAG2015 presentation on OSM attribute inconsistency and semantic heterogeneityMartin L
 
Spatial Modelling with OGD and OSM data - UNIGIS Workshop, Salzburg
Spatial Modelling with OGD and OSM data - UNIGIS Workshop, SalzburgSpatial Modelling with OGD and OSM data - UNIGIS Workshop, Salzburg
Spatial Modelling with OGD and OSM data - UNIGIS Workshop, SalzburgMartin L
 

More from Martin L (16)

Fitnesscenter Arbeitsweg
Fitnesscenter ArbeitswegFitnesscenter Arbeitsweg
Fitnesscenter Arbeitsweg
 
Looking at cycling mobility through geographical lenses
Looking at cycling mobility through geographical lensesLooking at cycling mobility through geographical lenses
Looking at cycling mobility through geographical lenses
 
Promoting active, healthy commuting
Promoting active, healthy commutingPromoting active, healthy commuting
Promoting active, healthy commuting
 
GISMO - Interdisziplinäre Forschung zur Förderung aktiver, gesunder Pendelmob...
GISMO - Interdisziplinäre Forschung zur Förderung aktiver, gesunder Pendelmob...GISMO - Interdisziplinäre Forschung zur Förderung aktiver, gesunder Pendelmob...
GISMO - Interdisziplinäre Forschung zur Förderung aktiver, gesunder Pendelmob...
 
Spatial Information for Bicycle Flow Modelling
Spatial Information for Bicycle Flow ModellingSpatial Information for Bicycle Flow Modelling
Spatial Information for Bicycle Flow Modelling
 
Gesünder durch Alternativen zum Auto
Gesünder durch Alternativen zum AutoGesünder durch Alternativen zum Auto
Gesünder durch Alternativen zum Auto
 
Geography as melting pot for cross-domain bicycling research and promotion
Geography as melting pot for cross-domain bicycling research and promotionGeography as melting pot for cross-domain bicycling research and promotion
Geography as melting pot for cross-domain bicycling research and promotion
 
GISMO beim Forschungsforum Mobilität 2017
GISMO beim Forschungsforum Mobilität 2017GISMO beim Forschungsforum Mobilität 2017
GISMO beim Forschungsforum Mobilität 2017
 
Floating Bicycle Data
Floating Bicycle DataFloating Bicycle Data
Floating Bicycle Data
 
Räumliche Information und Radverkehrssicherheit
Räumliche Information und RadverkehrssicherheitRäumliche Information und Radverkehrssicherheit
Räumliche Information und Radverkehrssicherheit
 
A review of current online bicycle routing portals and their potential role i...
A review of current online bicycle routing portals and their potential role i...A review of current online bicycle routing portals and their potential role i...
A review of current online bicycle routing portals and their potential role i...
 
Bicycle Risk Estimation - Short Report
Bicycle Risk Estimation - Short ReportBicycle Risk Estimation - Short Report
Bicycle Risk Estimation - Short Report
 
AGIT 2015 - OSM Spezialforum: OGD und OSM Daten für die Netzwerkmodellierung ...
AGIT 2015 - OSM Spezialforum: OGD und OSM Daten für die Netzwerkmodellierung ...AGIT 2015 - OSM Spezialforum: OGD und OSM Daten für die Netzwerkmodellierung ...
AGIT 2015 - OSM Spezialforum: OGD und OSM Daten für die Netzwerkmodellierung ...
 
AGIT 2015: Qualitätssicherungs- und Modellierungsroutinen bei der Verwendung ...
AGIT 2015: Qualitätssicherungs- und Modellierungsroutinen bei der Verwendung ...AGIT 2015: Qualitätssicherungs- und Modellierungsroutinen bei der Verwendung ...
AGIT 2015: Qualitätssicherungs- und Modellierungsroutinen bei der Verwendung ...
 
#AAG2015 presentation on OSM attribute inconsistency and semantic heterogeneity
#AAG2015 presentation on OSM attribute inconsistency and semantic heterogeneity#AAG2015 presentation on OSM attribute inconsistency and semantic heterogeneity
#AAG2015 presentation on OSM attribute inconsistency and semantic heterogeneity
 
Spatial Modelling with OGD and OSM data - UNIGIS Workshop, Salzburg
Spatial Modelling with OGD and OSM data - UNIGIS Workshop, SalzburgSpatial Modelling with OGD and OSM data - UNIGIS Workshop, Salzburg
Spatial Modelling with OGD and OSM data - UNIGIS Workshop, Salzburg
 

Recently uploaded

Physiochemical properties of nanomaterials and its nanotoxicity.pptx
Physiochemical properties of nanomaterials and its nanotoxicity.pptxPhysiochemical properties of nanomaterials and its nanotoxicity.pptx
Physiochemical properties of nanomaterials and its nanotoxicity.pptxAArockiyaNisha
 
Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |
Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |
Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |aasikanpl
 
Unlocking the Potential: Deep dive into ocean of Ceramic Magnets.pptx
Unlocking  the Potential: Deep dive into ocean of Ceramic Magnets.pptxUnlocking  the Potential: Deep dive into ocean of Ceramic Magnets.pptx
Unlocking the Potential: Deep dive into ocean of Ceramic Magnets.pptxanandsmhk
 
Nanoparticles synthesis and characterization​ ​
Nanoparticles synthesis and characterization​  ​Nanoparticles synthesis and characterization​  ​
Nanoparticles synthesis and characterization​ ​kaibalyasahoo82800
 
Biological Classification BioHack (3).pdf
Biological Classification BioHack (3).pdfBiological Classification BioHack (3).pdf
Biological Classification BioHack (3).pdfmuntazimhurra
 
STERILITY TESTING OF PHARMACEUTICALS ppt by DR.C.P.PRINCE
STERILITY TESTING OF PHARMACEUTICALS ppt by DR.C.P.PRINCESTERILITY TESTING OF PHARMACEUTICALS ppt by DR.C.P.PRINCE
STERILITY TESTING OF PHARMACEUTICALS ppt by DR.C.P.PRINCEPRINCE C P
 
Types of different blotting techniques.pptx
Types of different blotting techniques.pptxTypes of different blotting techniques.pptx
Types of different blotting techniques.pptxkhadijarafiq2012
 
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...Sérgio Sacani
 
Formation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disksFormation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disksSérgio Sacani
 
Lucknow 💋 Russian Call Girls Lucknow Finest Escorts Service 8923113531 Availa...
Lucknow 💋 Russian Call Girls Lucknow Finest Escorts Service 8923113531 Availa...Lucknow 💋 Russian Call Girls Lucknow Finest Escorts Service 8923113531 Availa...
Lucknow 💋 Russian Call Girls Lucknow Finest Escorts Service 8923113531 Availa...anilsa9823
 
Call Girls in Munirka Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
Call Girls in Munirka Delhi 💯Call Us 🔝9953322196🔝 💯Escort.Call Girls in Munirka Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
Call Girls in Munirka Delhi 💯Call Us 🔝9953322196🔝 💯Escort.aasikanpl
 
Cultivation of KODO MILLET . made by Ghanshyam pptx
Cultivation of KODO MILLET . made by Ghanshyam pptxCultivation of KODO MILLET . made by Ghanshyam pptx
Cultivation of KODO MILLET . made by Ghanshyam pptxpradhanghanshyam7136
 
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...Sérgio Sacani
 
Caco-2 cell permeability assay for drug absorption
Caco-2 cell permeability assay for drug absorptionCaco-2 cell permeability assay for drug absorption
Caco-2 cell permeability assay for drug absorptionPriyansha Singh
 
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Sérgio Sacani
 
Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )aarthirajkumar25
 
Disentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOSTDisentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOSTSérgio Sacani
 

Recently uploaded (20)

Physiochemical properties of nanomaterials and its nanotoxicity.pptx
Physiochemical properties of nanomaterials and its nanotoxicity.pptxPhysiochemical properties of nanomaterials and its nanotoxicity.pptx
Physiochemical properties of nanomaterials and its nanotoxicity.pptx
 
Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |
Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |
Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |
 
Unlocking the Potential: Deep dive into ocean of Ceramic Magnets.pptx
Unlocking  the Potential: Deep dive into ocean of Ceramic Magnets.pptxUnlocking  the Potential: Deep dive into ocean of Ceramic Magnets.pptx
Unlocking the Potential: Deep dive into ocean of Ceramic Magnets.pptx
 
Nanoparticles synthesis and characterization​ ​
Nanoparticles synthesis and characterization​  ​Nanoparticles synthesis and characterization​  ​
Nanoparticles synthesis and characterization​ ​
 
Biological Classification BioHack (3).pdf
Biological Classification BioHack (3).pdfBiological Classification BioHack (3).pdf
Biological Classification BioHack (3).pdf
 
9953056974 Young Call Girls In Mahavir enclave Indian Quality Escort service
9953056974 Young Call Girls In Mahavir enclave Indian Quality Escort service9953056974 Young Call Girls In Mahavir enclave Indian Quality Escort service
9953056974 Young Call Girls In Mahavir enclave Indian Quality Escort service
 
STERILITY TESTING OF PHARMACEUTICALS ppt by DR.C.P.PRINCE
STERILITY TESTING OF PHARMACEUTICALS ppt by DR.C.P.PRINCESTERILITY TESTING OF PHARMACEUTICALS ppt by DR.C.P.PRINCE
STERILITY TESTING OF PHARMACEUTICALS ppt by DR.C.P.PRINCE
 
Types of different blotting techniques.pptx
Types of different blotting techniques.pptxTypes of different blotting techniques.pptx
Types of different blotting techniques.pptx
 
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...
 
Formation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disksFormation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disks
 
The Philosophy of Science
The Philosophy of ScienceThe Philosophy of Science
The Philosophy of Science
 
Lucknow 💋 Russian Call Girls Lucknow Finest Escorts Service 8923113531 Availa...
Lucknow 💋 Russian Call Girls Lucknow Finest Escorts Service 8923113531 Availa...Lucknow 💋 Russian Call Girls Lucknow Finest Escorts Service 8923113531 Availa...
Lucknow 💋 Russian Call Girls Lucknow Finest Escorts Service 8923113531 Availa...
 
Call Girls in Munirka Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
Call Girls in Munirka Delhi 💯Call Us 🔝9953322196🔝 💯Escort.Call Girls in Munirka Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
Call Girls in Munirka Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
 
Cultivation of KODO MILLET . made by Ghanshyam pptx
Cultivation of KODO MILLET . made by Ghanshyam pptxCultivation of KODO MILLET . made by Ghanshyam pptx
Cultivation of KODO MILLET . made by Ghanshyam pptx
 
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
 
Caco-2 cell permeability assay for drug absorption
Caco-2 cell permeability assay for drug absorptionCaco-2 cell permeability assay for drug absorption
Caco-2 cell permeability assay for drug absorption
 
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
 
Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )
 
Engler and Prantl system of classification in plant taxonomy
Engler and Prantl system of classification in plant taxonomyEngler and Prantl system of classification in plant taxonomy
Engler and Prantl system of classification in plant taxonomy
 
Disentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOSTDisentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOST
 

Data for Sustainable Mobility

Editor's Notes

  1. Bike Sharing Systeme
  2. Navigation
  3. Quantified self Bewegung
  4. Auf nationalem Level! Keine einheitliche Messung, keine Vergleichbarkeit
  5. Blinde Flecken in Datenlandschaft