1 / 22

Model Task Force Meeting November 29, 2007

Activity-based Modeling from an Academic Perspective. Siva Srinivasan. Transportation Research Center (TRC) Dept. of Civil & Coastal Engg. University of Florida. Model Task Force Meeting November 29, 2007. Overview. A critique of the trip-based method

navid
Télécharger la présentation

Model Task Force Meeting November 29, 2007

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript


  1. Activity-based Modeling from an Academic Perspective Siva Srinivasan Transportation Research Center (TRC) Dept. of Civil & Coastal Engg. University of Florida Model Task Force Meeting November 29, 2007

  2. Overview • A critique of the trip-based method • What is the activity-based approach? • Feasibility of adopting activity-based methods • Concluding thoughts Model Task Force Meeting November 29, 2007

  3. 7:30 am 7:35 am Drive-alone walk Car-pool Drop-off Kid at School 8:00 am 12:30 pm 12:35 pm 7:15 am Work Lunch 1:05 pm 5:00 pm 6:30 pm Home 1:00 pm Drive-alone Drive-alone walk 6:00 pm 5:30 pm Shop Critique of the Trip-based Approach Consider the travel pattern of a person……… Model Task Force Meeting November 29, 2007

  4. Critique of the Trip-based Approach The trip-based method views this person’s travel as: One Home-based Other trip Four Non home-based trips Drive Drive H A1 P3 A3 Peak Peak Drive P4 A4 Peak One Home-based Shop trip Walk P5 A5 Off Peak Drive H A2 Peak Walk P6 A6 Off Peak Model Task Force Meeting November 29, 2007

  5. Critique of the Trip-based Approach The analytical modeling procedure is the “four-step” process Trip Generation (frequency) • Socio-economic characteristics • Land-use patterns • Transportation system characteristics Trip Distribution (destination) Link flows, speeds, travel times, transit-ridership, etc. Mode Split (mode) Network Assignment (route) Model Task Force Meeting November 29, 2007

  6. Critique of the Trip-based Approach The fundamental role of travel-demand models is to enable us perform quantitative assessments of the impacts of policy actions The policy actions being considered these days may invoke complex behavioral responses from travelers which cannot be adequately captured within a trip-based framework Some Illustrative Examples….. Model Task Force Meeting November 29, 2007

  7. Transit Drive Alone Drive Alone Critique of the Trip-based Approach Example 1: Effect of Transit Improvements Drive alone Very Good Transit Service Work Drive alone Drive alone Shopping Model Task Force Meeting November 29, 2007

  8. Home Home Work Shop Drive alone Drive alone Transit Transit Home Home Shop Home Work Critique of the Trip-based Approach Example 2: Effect of Transit Improvements (alternate responses) Drive alone Drive alone Drive alone Model Task Force Meeting November 29, 2007

  9. 5:15 pm 5:40 pm 6:00 pm 4:15 pm 4:40 pm 5:00 pm 4:00 pm 6:00 pm 4:00 pm 4:30 pm 5:40 pm Critique of the Trip-based Approach Example 3: Employer-based Demand-Management Actions 5:00 pm Model Task Force Meeting November 29, 2007

  10. Critique of the Trip-based Approach Example 4: Inter-personal Dependencies and Indirect Effects Person 1 Pick-up child Work Home Home Drop-off child Shop Person 2 Model Task Force Meeting November 29, 2007

  11. Drop-off child Shop Person 2 Pick-up child Critique of the Trip-based Approach Example 4: Inter-personal Dependencies and Indirect Effects Person 1 Work Home Home Model Task Force Meeting November 29, 2007

  12. 7:30 am 7:35 am Drive-alone walk Car-pool Drop-off Kid at School 8:00 am 12:30 pm 12:35 pm 7:15 am Work Lunch 1:05 pm 5:00 pm 6:30 pm Home 1:00 pm Drive-alone Drive-alone walk 6:00 pm 5:30 pm Shop What is the Activity-based Approach? The activity-based method views the travel pattern as……… Model Task Force Meeting November 29, 2007

  13. What is the Activity-based Approach? The conceptual modeling procedure is……… (1) Activity Generation: Choose what out-of-home activities have to be undertaken during the day incorporating relevant constraints Drop-off Kid at School Lunch Shop Work Inter-personal constraints: Household task allocations Joint travel of household members Space constraints: Location of home, school, and work are fixed Time constraints: School and work timings Total time = 24 hours & that includes time for sleeping, eating etc. Model Task Force Meeting November 29, 2007

  14. 7:30 am 7:35 am Drive-alone walk 4:00 pm Car-pool School Car-pool 7:30 am Drop-off Kid at School 12:35 pm 8:00 am 12:30 pm Car-pool 7:15 am 7:15 am Work 4:15 pm Lunch 1:05 pm 5:00 pm 1:00 pm 6:30 pm Home Home Drive-alone Drive-alone walk 6:00 pm 5:30 pm Shop What is the Activity-based Approach? The conceptual modeling procedure is……… (2) Activity Scheduling: Sequence the activities into a “chain” or “pattern”. Travel is a consequence of this sequencing – the need to move from one location to another at certain times of the day to participate in the different activities Model Task Force Meeting November 29, 2007

  15. Contrasting Trip-based and Activity-based Methods: Summary of Conceptual Differences Activity-based Trip-based • Treatment of travel as though demanded on their own right • Individual trip is the unit of analysis • Internal consistency of the travel pattern NOT guaranteed • Impacts of personal and household constraints not captured • Represents time as simply a cost of making a trip and time-of-day of travel is not captured adequately • Treatment of travel as a derived demand • Activity-travel pattern is the unit of analysis • Ensures internal consistency of the activity-travel pattern • Accommodates the impacts of various constraints on activity-travel decision making • Models travel within the context of overall daily time-use (both durations and time-of-day) Model Task Force Meeting November 29, 2007

  16. Contrasting Trip-based and Activity-based Methods: Summary of Modeling Differences Activity-based Trip-based Number of HB and NHB trips Generation and sequencing of activities Zonal-level trip attractions & gravity model for trip-end locations Location of activity participation Mode for each trip Mode for linked trips (tours) Time of day using peak and off-peak factors Duration and timing of activities and travel Model Task Force Meeting November 29, 2007

  17. Feasibility of Adopting Activity-based Methods (1) Activity-based models are “complicated” • Yes… • There are several (definitely more than four) components in the model-system • Could employ advanced econometric methods • However… • The conceptual modeling approach is more intuitive and easier to explain • The overall complexity depends on what dimensions of the activity pattern we are modeling • Statistical software to estimate the advanced econometric models available Model Task Force Meeting November 29, 2007

  18. Feasibility of Adopting Activity-based Methods (2) Activity-based models are data intensive • Yes… • Household travel surveys are needed for model estimation • Disaggregate forecasts of future population characteristics needed for model application • However…. • Activity-based models can be developed using data collected from currently-used household-travel-survey methods • In fact, activity-based methods make better use of the data we are currently collecting • Methods (Iterative Proportional Fitting) for synthesizing disaggregate population characteristics are available Model Task Force Meeting November 29, 2007

  19. Feasibility of Adopting Activity-based Methods (3) Activity-based models are computationally demanding • Yes…. • More model components / disaggregate approach / probabilistic models requiring micro-simulation to determine choice outcomes • Requires significant run times and very large data processing capabilities • However… • Computers are only becoming faster ! • Parallel processing, multi-threading, efficient database management methods are available • Can use clever sampling techniques Model Task Force Meeting November 29, 2007

  20. Feasibility of Adopting Activity-based Methods (4) There are no standardized procedures or software • Yes… • Unlike the trip-based approach, there is no one single well-established procedure for modeling activity-patterns • There are no rigorous comparative assessments of the different modeling methods • There are no generic software platforms for implementing activity-based methods • However… • There are common underlying structures across the different activity-based models that can provide guidelines on developing one for any region • There is considerable flexibility in customizing the modeling approach for the activity-travel dimensions of interest for any region Model Task Force Meeting November 29, 2007

  21. Feasibility of Adopting Activity-based Methods • (5) Other Issues • Activity-based models have predominantly focused on internal, person travel – external travel and freight movements are not yet within this framework • The activity-patterns have to be aggregated to OD trip tables by time-of-day if dynamic traffic assignment techniques are to be used -- these may not necessarily be straight forward • Still need to make the models “empirically” useful • Incorporation of appropriate traveler characteristics • Choice of resolution for space and time • Inclusion of appropriate land-use descriptors • Inclusion of appropriate transportation system descriptors Model Task Force Meeting November 29, 2007

  22. Concluding Thoughts • Activity-based methods are theoretically and intuitively better descriptors of the travel-generation process • The fundamental advantage of activity-based approach is in terms of more providing more realistic behavioral responses to land-use and transportation system changes • The practical necessity of activity-based methods (and the structure of this model) for any region depends on what kinds of questions we want the travel-demand model to answer for this region • It does appear that the “questions” are rather different for different regions as are data and resource availability • Customization of the modeling methodology to different regions is more appropriate ?? Model Task Force Meeting November 29, 2007

More Related