A Framework For Integrating Pedestrians into Travel Demand Models
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1 A Framework For Integrating Pedestrians into Travel Demand Models Kelly J. Clifton Intersections Seminar University of Toronto September 22, 2017
2 Portland, Oregon, USA Region Population~ 2.4 M Urban Growth Boundary Only elected regional government in US City 25 th largest in US Population ~ 640k Area ~ 376 km 2 Density ~ 1,689/km 2 2
3 Portland, Oregon 3
4 My Research Group Travel behavior & built environment Residential Location Active travel Planning applications & modelling tools Behavioral theory Equity Assessing transport impacts of new development Data collection methods 4
5 Outline A Framework For Integrating Pedestrians into Travel Demand Models Policy & planning context Experiences in modeling pedestrians MoPeD Model of Pedestrian Demand What is on the horizon? Behavioral research Data & models Next steps 5
6 POLICY & PLANNING CONTEXT 6
7 Pedestrian modeling outputs Direct transportation outputs Walk trips generated Walk trips with origins & destinations Walk trips with routes Distances walked Pedestrian miles traveled (PMT) Minutes of walking Physical activity levels (METs) Classified by Geographic location Personal characteristics (socio-demographics) 7
8 Why model pedestrians? Pedestrian investments Mode shifts Greenhouse gas emissions Health & safety Transit access/egress New research opportunities 8
9 State of the Practice How do travel models estimate walking? Among 48 large MPOs in US: 38% did not estimate walking 33% estimated non-motorized (walking + bicycling) travel 29% estimated walking Lacking pedestrian built environment measures & small spatial units Trip-based model sequence 1. Generation 2. Distribution 3. Mode choice 4. Assignment Source: Singleton, P. A., & Clifton, K. J. (2013). Pedestrians in regional travel demand forecasting models: State-of-the-practice. 9
10 Pedestrian modeling applications Project prioritization Scenario planning Corridor planning Traffic safety analysis Health impact assessment Infrastructure gap analysis Currently Future interest 61% (14) 78% (18) 43% (10) 65% (15) 43% (10) 61% (14) 35% (8) 57% (13) 35% (8) 57% (13) 30% (7) 57% (13) 10
11 Incorporating pedestrians Ready Challenging Most Challenging Adapted from: Wegener and Fürst,
12 Incorporating pedestrians Ready Adapted from: Wegener and Fürst,
13 EXPERIENCES IN MODELING PEDESTRIANS - MoPeD 13
14 Project overview 12 years of research/development in modeling pedestrian demand Early work funded by Maryland DOT Pedestrian risk exposure Recent research projects funded by NITC and Portland Metro Improve representation of pedestrians in current 4-step method Develop stand alone tool Transferability & forecasting of built environment measures 14
15 New MoPeD method I Trip Generation (PAZ) TAZ = transportation analysis zone PAZ = pedestrian analysis zone Walk Mode Split (PAZ) Trip Distribution or Destination Choice (TAZ) III Destination Choice (PAZ) Mode Choice (TAZ) Pedestrian Trips Trip Assignment All Trips Pedestrian Trips Vehicular Trips 15
16 Contributions Nests within current structure but can be used alone Pedestrian scale analysis (PAZs) Pedestrian-relevant variables (PIE) One of the first studies to examine pedestrian destination choice in demand modeling framework Highlights policy relevant variables: distance, size, pedestrian supports & barriers 16
17 Pedestrian analysis zones 264 feet = 80 m 1 minute walk Metro: ~2,000 TAZs ~1.5 million PAZs TAZs PAZs Home-based work trip productions 17
18 Pedestrian environment Pedestrian Index of the Environment (PIE) score = calibrated (6 dimensions) People & job density Transit access Urban living infrastructure Block size Sidewalk extent Comfortable facilities ULI = Urban Living Infrastructure: pedestrian-friendly shopping and service destinations used in daily life. 18
19 19
20 Trip Generation I Trip Generation (PAZ) TAZ = transportation analysis zone PAZ = pedestrian analysis zone Walk Mode Split (PAZ) Trip Distribution or Destination Choice (TAZ) III Destination Choice (PAZ) Mode Choice (TAZ) Pedestrian Trips Trip Assignment All Trips Pedestrian Trips Vehicular Trips 20
21 Trip Generation Metro currently has 8 trip production models applied to ~2,000 TAZs: HBW Home-based work; HBshop Home-based shopping; HBrec Home-based recreation; HBoth Home-based other (excludes school and college); NHBW Non-home-based work; NHBNW Non-home-based non-work; HBcoll Home-based college; and HBsch Home-based school. After testing for scalability, we applied the same models to our pedestrian scale ~1.5M PAZs 21
22 22
23 Walk mode split I Trip Generation (PAZ) TAZ = transportation analysis zone PAZ = pedestrian analysis zone Walk Mode Split (PAZ) Trip Distribution or Destination Choice (TAZ) III Destination Choice (PAZ) Mode Choice (TAZ) Pedestrian Trips Trip Assignment All Trips Pedestrian Trips Vehicular Trips 23
24 II Walk mode split Walk Mode Split (PAZ) Vehicular Trips Pedestrian Trips Prob(walk) = f(traveler characteristics, PIE) Data: Method: Spatial unit: 2011 OHAS, Production trip ends, 90% sample binary logit model pedestrian analysis zone (PAZ) 24
25 II Walk mode split models Traveler characteristics: Built environment: Household size, income, age, # of workers, # children, # vehicles PIE 25
26 Walk model application 26
27 Destination choice I Trip Generation (PAZ) TAZ = transportation analysis zone PAZ = pedestrian analysis zone Walk Mode Split (PAZ) Trip Distribution or Destination Choice (TAZ) III Destination Choice (PAZ) Mode Choice (TAZ) Pedestrian Trips Trip Assignment All Trips Pedestrian Trips Vehicular Trips 27
28 Destination choice 28
29 III Destination choice Prob(dest.) = function of network distance, - size / # of destinations pedestrian environment, traveler characteristics Data: 2011 OHAS Method: multinomial logit model Spatial unit: super-pedestrian analysis zone Six trip types: home-based: non-home-based: work (HBW) work (NHBW) shopping (HBS) non-work (NHBNW) recreation (HBR) other (HBO) 29
30 Destination Choice 30
31 Destination choice Model Validation % Correct Destination 31
32 Destination Choice Model Validation Avg. Distance Walked 32
33 ON THE HORIZON Behavioral research/data/methods Adapted from: Wegener and Fürst, 1999
34 Behavioral research Decision sequencing: activity, mode, destination; mode, destination, activity; destination, activity, mode Destination choice considerations choice set generation Willingness to walk Path/route choice considerations 34
35 Behavioral Research Built environment Thresholds & nonlinearities Mixing Scale Lifestyle questions: Vehicle ownership & residential location Attitudes, motivations & values Positive Utility of Travel What aspects? Diminishing returns? Mode feedbacks to trip generation 35
36 Spatial/Temporal Scale How much detail do we need? Depends on output needed for policy/research Capture variations in the pedestrian built & natural environment Spatial accuracy Theory/Behavior 36
37 Trip distance & scale 37
38 Walking Behavior Passive data sources Trip-level information Multi-day Multi-modal Destinations Routes & speeds But also need Motivations & considerations Barriers Trips not made 38
39 Built environment How & what to represent? Indices, proxies Forecasting S.R. Gehrke, & K.J. Clifton. (2016). Toward a spatialtemporal measure of land-use mix. Journal of Transport and Land Use, 9(1): S.R. Gehrke, & K.J. Clifton. (2014). Operationalizing land use diversity at varying geographic scales and its connection to mode choice: Evidence from Portland, Oregon. Transportation Research Record: Journal of the Transportation Research Board 2453:
40 Networks Network representation How do we attribute networks? Feedbacks of travel costs Broach, J. P. (2016). Travel mode choice framework incorporating realistic bike and walk routes (Order No ). Available from Dissertations & Portland State University; ProQuest Dissertations & Theses Global. 40
41 Network assignment? 41
42 Validation Set aside estimation sample Compare to intersection counts Transferability: Evaluate the performance of models in many different communities Compare the performance of several different types of models in the same study area Have practitioners and advocates carefully review predicted volumes against their local knowledge 42
43 Link to Health Outcomes Health impact analysis Total time spent walking + speeds Physical activity budgets Crash risk exposure Pollutant exposure Feedback into life expectancy Woodcock J, Givoni M, Morgan AS. Health Impact Modelling of Active Travel Visions for England and Wales Using an Integrated Transport and Health Impact Modelling Tool (ITHIM). Barengo NC, ed. PLoS ONE. 2013;8(1):e
44 Conclusions Tools for pedestrian (& bicycle) demand have matured Still lag behind motorized modes in sophistication and application Expanding list of policy issues More information & data Plenty of research questions! 44
45 Questions? Kelly J. Clifton Project info & reports: Singleton, P. A., Schneider, R. J., Muhs, C. D., & Clifton, K. J. (2014). The Pedestrian Index of the Environment (PIE): Representing the Walking Environment in Planning Applications, Proceedings of the 93rd Annual Meeting of the Transportation Research Board, Clifton, K. J., Singleton, P. A., Muhs, C. D., & Schneider, R. J Representing pedestrian activity in travel demand models: Framework and applications, Journal of Transport Geography, Vol. 52: Clifton, K. J., Singleton, P. A., Muhs, C. D., & Schneider, R. J Development of destination choice models for pedestrian travel, Transportation Research Part A, 94:
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