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Cycling and Society Symposium 2012
The Good and the Bad – Bicyclists’ Experiences In
Copenhagen
1)
1)
2)
1) Forest & Landscape, University of Copenhagen
2) Department of Transport, Technical University of Denmark
Bernhard Snizek
Thomas Sick Nielsen
Hans Skov-Petersen
Cycling and Society Symposium 2012
Introduction
Goal
Methodology
Results
Cycling and Society Symposium 2012
INTRODUCTION > Mapping of experiences
(Nold 2006)
Emotion map
(Leahu & Schwenk, 2008)
Arousal Map
Cycling and Society Symposium 2012
Cyclists’ Experiences
spatially explicit cycling experiences are rarely
studied:
land use	

traffic intensity	

pollution, noise	

pedestrians	

infrastructure
Cycling and Society Symposium 2012
Goal
Are the characteristics of elements and
locations of the city correlated to the
likelihood of having a positive or negative
cycling experience.
Cycling and Society Symposium 2012
Methodology
data collection
data processing
framework for relating cyclists’
experiences to urban phenomena
Cycling and Society Symposium 2012
Data collection
online, map-based questionnaire
Cycling and Society Symposium 2012
Data Processing
Removal of erroneously drawn routes
Cycling and Society Symposium 2012
Data Processing
Map matching
Cycling and Society Symposium 2012
Data Processing
Dots projected onto their respective routes
Cycling and Society Symposium 2012
Data Processing
- dots > 100m away from routes omitted
- 554 positive and 336 negative experiences
Cycling and Society Symposium 2012
Data Processing
86,332 non experience points laid out on routes;
distance 50m
Cycling and Society Symposium 2012
Data Processing
- GIS layers selected or created
- GIS layers’ data added to points
Cycling and Society Symposium 2012
Framework
Cycling facilities and level of service for cyclists
- Roads with cycle facilities
no cycling facilities	

cycle path (curb)	

cycle lane (markings)

off road path (cyclists)	

off road path (mixed)
Cycling and Society Symposium 2012
Framework
Cycling facilities and level of service for cyclists
- Distance to nearest cycle rack
- Number of bike racks within 100m
Cycling and Society Symposium 2012
Framework
Street types
Primary roads
Secondary roads
Residential streets - detached or semi-detached housing
Residential streets with multi-storey housing
Cycle paths exclusively for bikes
Mixed paths for cyclists and pedestrians
Cycling and Society Symposium 2012
Framework
distance to closest bus stop
distance to nearest intersection
distance to the nearest traffic lights
Road environments
Cycling and Society Symposium 2012
Framework
Urban density & centrality
Distance to town hall
Number of companies within 100m
Number of retail units within 100m
Distance to closest water or green area
Percentage of green of route segments
Green
Cycling and Society Symposium 2012
Framework
Route related measures
Deviations from the direct line (origin-destination)
The angle between the current segment and the
line from the experience point towards town hall.
Cycling and Society Symposium 2012
Geographic distribution of the dots
Cycling and Society Symposium 2012
Model
Multinomial regression
Probability of a positive
experience vs. no experience
Probability of a negative
experience vs. no experience
Cycling and Society Symposium 2012
Results
increase the probability for a positive experience
reduce the probability for a positive experience
increase the probability for a negative experience
reduce the probability for a negative experience
Cycling and Society Symposium 2012
Results
increase the probability of a positive experience
availability of cycling facilities (CPH style)
greater distance to bus stops
high percentage of green
short distance to water bodies
short distance to town hall
Cycling and Society Symposium 2012
Results
reduce the probability of a positive experience
primary roads
secondary roads
greater distance to direct line
Cycling and Society Symposium 2012
Results
increase the probability of a negative experience
closeness to intersections
companies within 100m
Cycling and Society Symposium 2012
Results
reduce the probability of a negative experience
greenness of cycling environment
residential street
primary road
availability of on-route cycling facilities
Cycling and Society Symposium 2012
Perspectives
develop a cycle environment surface
mapping of hotspots
visualisation could aid planning processes
Cycling and Society Symposium 2012
Thank you

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The good and the bad - Bicyclists' Experiences in Copenhagen

  • 1. Cycling and Society Symposium 2012 The Good and the Bad – Bicyclists’ Experiences In Copenhagen 1) 1) 2) 1) Forest & Landscape, University of Copenhagen 2) Department of Transport, Technical University of Denmark Bernhard Snizek Thomas Sick Nielsen Hans Skov-Petersen
  • 2. Cycling and Society Symposium 2012 Introduction Goal Methodology Results
  • 3. Cycling and Society Symposium 2012 INTRODUCTION > Mapping of experiences (Nold 2006) Emotion map (Leahu & Schwenk, 2008) Arousal Map
  • 4. Cycling and Society Symposium 2012 Cyclists’ Experiences spatially explicit cycling experiences are rarely studied: land use traffic intensity pollution, noise pedestrians infrastructure
  • 5. Cycling and Society Symposium 2012 Goal Are the characteristics of elements and locations of the city correlated to the likelihood of having a positive or negative cycling experience.
  • 6. Cycling and Society Symposium 2012 Methodology data collection data processing framework for relating cyclists’ experiences to urban phenomena
  • 7. Cycling and Society Symposium 2012 Data collection online, map-based questionnaire
  • 8. Cycling and Society Symposium 2012 Data Processing Removal of erroneously drawn routes
  • 9. Cycling and Society Symposium 2012 Data Processing Map matching
  • 10. Cycling and Society Symposium 2012 Data Processing Dots projected onto their respective routes
  • 11. Cycling and Society Symposium 2012 Data Processing - dots > 100m away from routes omitted - 554 positive and 336 negative experiences
  • 12. Cycling and Society Symposium 2012 Data Processing 86,332 non experience points laid out on routes; distance 50m
  • 13. Cycling and Society Symposium 2012 Data Processing - GIS layers selected or created - GIS layers’ data added to points
  • 14. Cycling and Society Symposium 2012 Framework Cycling facilities and level of service for cyclists - Roads with cycle facilities no cycling facilities cycle path (curb) cycle lane (markings)
 off road path (cyclists) off road path (mixed)
  • 15. Cycling and Society Symposium 2012 Framework Cycling facilities and level of service for cyclists - Distance to nearest cycle rack - Number of bike racks within 100m
  • 16. Cycling and Society Symposium 2012 Framework Street types Primary roads Secondary roads Residential streets - detached or semi-detached housing Residential streets with multi-storey housing Cycle paths exclusively for bikes Mixed paths for cyclists and pedestrians
  • 17. Cycling and Society Symposium 2012 Framework distance to closest bus stop distance to nearest intersection distance to the nearest traffic lights Road environments
  • 18. Cycling and Society Symposium 2012 Framework Urban density & centrality Distance to town hall Number of companies within 100m Number of retail units within 100m Distance to closest water or green area Percentage of green of route segments Green
  • 19. Cycling and Society Symposium 2012 Framework Route related measures Deviations from the direct line (origin-destination) The angle between the current segment and the line from the experience point towards town hall.
  • 20. Cycling and Society Symposium 2012 Geographic distribution of the dots
  • 21. Cycling and Society Symposium 2012 Model Multinomial regression Probability of a positive experience vs. no experience Probability of a negative experience vs. no experience
  • 22. Cycling and Society Symposium 2012 Results increase the probability for a positive experience reduce the probability for a positive experience increase the probability for a negative experience reduce the probability for a negative experience
  • 23. Cycling and Society Symposium 2012 Results increase the probability of a positive experience availability of cycling facilities (CPH style) greater distance to bus stops high percentage of green short distance to water bodies short distance to town hall
  • 24. Cycling and Society Symposium 2012 Results reduce the probability of a positive experience primary roads secondary roads greater distance to direct line
  • 25. Cycling and Society Symposium 2012 Results increase the probability of a negative experience closeness to intersections companies within 100m
  • 26. Cycling and Society Symposium 2012 Results reduce the probability of a negative experience greenness of cycling environment residential street primary road availability of on-route cycling facilities
  • 27. Cycling and Society Symposium 2012 Perspectives develop a cycle environment surface mapping of hotspots visualisation could aid planning processes
  • 28. Cycling and Society Symposium 2012 Thank you