Skip to main content

01.01.2011

A random utility maximization (RUM) based dynamic activity scheduling model: Application in weekend activity scheduling

verfasst von: Khandker M. Nurul Habib

Erschienen in: Transportation | Ausgabe 1/2011

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The paper presents a modeling framework for dynamic activity scheduling. The modeling framework considers random utility maximization (RUM) assumption for its components in order to capture the joint activity type, location and continuous time expenditure choice tradeoffs over the course of the day. The dynamics of activity scheduling process are modeled by considering the history of activity participation as well as changes in time budget availability over the day. For empirical application, the model is estimated for weekend activity scheduling using a dataset (CHASE) collected in Toronto in 2002–2003. The data set classifies activities into nine general categories. For the empirical model of a 24-h weekend activity scheduling, only activity type and time expenditure choices are considered. The estimated empirical model captures many behavioral details and gives a high degree of fit to the observed weekend scheduling patterns. Some examples of such behavioral details are the effects of time of the day on activity type choice for scheduling and on the corresponding time expenditure; the effects of travel time requirements on activity type choice for scheduling and on the corresponding time expenditure, etc. Among many other findings, the empirical model reveals that on the weekend the utility of scheduling Recreational activities for later in the day and over a longer duration of time is high. It also reveals that on the weekend, Social activity scheduling is not affected by travel time requirements, but longer travel time requirements typically lead to longer-duration social activities.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Fußnoten
1
A reviewer comments that “activity execution” would be preferable to “activity scheduling”, because the model developed here operates only on knowledge of activities that have already occurred; it does not take into account the ability of specific planned future activities to affect present decisions (although it does take into account the total amount of time remaining in the day, in the form of a “composite activity”). For consistency, I have retained the “activity scheduling” terminology as used by Cirillo and Axhausen (2010) and Habib and Miller (2008) to refer to a similar conceptualization of the process.
 
Literatur
Zurück zum Zitat Aptech Systems: GAUSS User’s Manual. Maple Valley, CA (2009) Aptech Systems: GAUSS User’s Manual. Maple Valley, CA (2009)
Zurück zum Zitat Arentze, T., Timmemans, H.: ALBATROSS—A Learning Based Transportation Oriented Simulation System. European Institute of Retailing and Services Studies (EIRASS), Technical University of Eindhoven, The Netherlands (2000) Arentze, T., Timmemans, H.: ALBATROSS—A Learning Based Transportation Oriented Simulation System. European Institute of Retailing and Services Studies (EIRASS), Technical University of Eindhoven, The Netherlands (2000)
Zurück zum Zitat Auld, J., Mohammadian, A.: ADAPTS: agent-based dynamic activity planning and travel scheduling model-A framework. Paper presented at the 88th annual meeting of the Transportation Research Board, Washington, DC (2009) Auld, J., Mohammadian, A.: ADAPTS: agent-based dynamic activity planning and travel scheduling model-A framework. Paper presented at the 88th annual meeting of the Transportation Research Board, Washington, DC (2009)
Zurück zum Zitat Ben-Akiva, M., Lerman, S.: Discrete Choice Analysis: Theory and Application to Travel Demand. MIT Press, USA (1985) Ben-Akiva, M., Lerman, S.: Discrete Choice Analysis: Theory and Application to Travel Demand. MIT Press, USA (1985)
Zurück zum Zitat Bhat, C.R.: A multiple discrete-continuous extreme value model: formulation and application to discretionary time-use decisions. Transp. Res. Part B 39(8), 679–707 (2005)CrossRef Bhat, C.R.: A multiple discrete-continuous extreme value model: formulation and application to discretionary time-use decisions. Transp. Res. Part B 39(8), 679–707 (2005)CrossRef
Zurück zum Zitat Bhat, C.R.: The Multiple Discrete-Continuous Extreme Value (MDCEV) model: role of utility function parameters, identification considerations, and model extensions. Transp. Res. Part B 42, 274–303 (2008)CrossRef Bhat, C.R.: The Multiple Discrete-Continuous Extreme Value (MDCEV) model: role of utility function parameters, identification considerations, and model extensions. Transp. Res. Part B 42, 274–303 (2008)CrossRef
Zurück zum Zitat Bhat, C.R., Copperman, R.B.: An analysis of determinants of children’s weekend physical activity participation. Transportation 34, 67–87 (2007)CrossRef Bhat, C.R., Copperman, R.B.: An analysis of determinants of children’s weekend physical activity participation. Transportation 34, 67–87 (2007)CrossRef
Zurück zum Zitat Bhat, C.R., Misra, R.: Discretionary activity time allocation of individuals between in-home and out-of-home and between weekdays and weekends. Transportation 26, 193–209 (1999)CrossRef Bhat, C.R., Misra, R.: Discretionary activity time allocation of individuals between in-home and out-of-home and between weekdays and weekends. Transportation 26, 193–209 (1999)CrossRef
Zurück zum Zitat Bhat, C.R., Guo, J.Y., Srinivasan, S., Sivakumar, A.: Comprehensive cconometric microsimulator for daily activity-travel patterns. Transp. Res. Rec. 1894, 57–66 (2004)CrossRef Bhat, C.R., Guo, J.Y., Srinivasan, S., Sivakumar, A.: Comprehensive cconometric microsimulator for daily activity-travel patterns. Transp. Res. Rec. 1894, 57–66 (2004)CrossRef
Zurück zum Zitat Bowman, J.L., Bradley, M., Shiftan, Y., Lawton, T.K., Ben-Akiva, M.E.: Demonstration of an activity-based model system for Portland. Presented at the 8th World Conference on Transport Research, Antwerp (1998) Bowman, J.L., Bradley, M., Shiftan, Y., Lawton, T.K., Ben-Akiva, M.E.: Demonstration of an activity-based model system for Portland. Presented at the 8th World Conference on Transport Research, Antwerp (1998)
Zurück zum Zitat Cirillo, C., Axhausen, K.W.: Dynamic model of activity type choice and scheduling. Transportation 37, 15–38 (2010)CrossRef Cirillo, C., Axhausen, K.W.: Dynamic model of activity type choice and scheduling. Transportation 37, 15–38 (2010)CrossRef
Zurück zum Zitat Doherty, S.T.: The household activity-travel scheduling process: computerized survey data collection and the development of a unified modeling framework. Ph.D. thesis, Department of Civil Engineering, University of Toronto (1998) Doherty, S.T.: The household activity-travel scheduling process: computerized survey data collection and the development of a unified modeling framework. Ph.D. thesis, Department of Civil Engineering, University of Toronto (1998)
Zurück zum Zitat Doherty, S.T.: How far in advance are activities planned? measurement challenges and analysis. Transp. Res. Rec. 1926, 41–49 (2005)CrossRef Doherty, S.T.: How far in advance are activities planned? measurement challenges and analysis. Transp. Res. Rec. 1926, 41–49 (2005)CrossRef
Zurück zum Zitat Doherty, S.T., Miller, E.J.: A computerized household activity scheduling survey. Transportation 21(1), 75–97 (2000)CrossRef Doherty, S.T., Miller, E.J.: A computerized household activity scheduling survey. Transportation 21(1), 75–97 (2000)CrossRef
Zurück zum Zitat Doherty, S.T., Nemeth, E., Roorda, M.J., Miller, E.J.: Design and assessment of Toronto area computerized household activity scheduling survey. Transp. Res. Rec. 1894, 140–149 (2004)CrossRef Doherty, S.T., Nemeth, E., Roorda, M.J., Miller, E.J.: Design and assessment of Toronto area computerized household activity scheduling survey. Transp. Res. Rec. 1894, 140–149 (2004)CrossRef
Zurück zum Zitat Falaris, E.: A nested logit migration model with selectivity. Int. Econ. Rev. 28(2), 429–443 (1987)CrossRef Falaris, E.: A nested logit migration model with selectivity. Int. Econ. Rev. 28(2), 429–443 (1987)CrossRef
Zurück zum Zitat Fukuda, D., Yoshino, H., Yai, T., Prasetyo, I.: Estimating value of activity time based on discretionary activities on weekends. J. Jpn. Soc. Civil. Eng.: Div. Infrastruct. Plann. Manage. 737(IV-60), 211–221 (2003) Fukuda, D., Yoshino, H., Yai, T., Prasetyo, I.: Estimating value of activity time based on discretionary activities on weekends. J. Jpn. Soc. Civil. Eng.: Div. Infrastruct. Plann. Manage. 737(IV-60), 211–221 (2003)
Zurück zum Zitat Garling, T., Kwan, M.-P., Golledge, R.G.: Computational-process modeling of household travel activity scheduling. Transp. Res. Part B 25, 355–364 (1994)CrossRef Garling, T., Kwan, M.-P., Golledge, R.G.: Computational-process modeling of household travel activity scheduling. Transp. Res. Part B 25, 355–364 (1994)CrossRef
Zurück zum Zitat Habib, K.M.N.: Modeling Activity Generation Processes. Department of Civil Engineering, University of Toronto, Canada (2007) Habib, K.M.N.: Modeling Activity Generation Processes. Department of Civil Engineering, University of Toronto, Canada (2007)
Zurück zum Zitat Habib, K.M.N.: Random utility maximizing discrete-continuous model: application in joint mode and departure time choice modeling. Under review for Transportmetrica (2009) Habib, K.M.N.: Random utility maximizing discrete-continuous model: application in joint mode and departure time choice modeling. Under review for Transportmetrica (2009)
Zurück zum Zitat Habib, K.M.N., Miller, E.J.: Modeling workers’ skeleton travel-activity schedules. Transp. Res. Rec. 1985, 88–97 (2006)CrossRef Habib, K.M.N., Miller, E.J.: Modeling workers’ skeleton travel-activity schedules. Transp. Res. Rec. 1985, 88–97 (2006)CrossRef
Zurück zum Zitat Habib, K.M.N., Miller, E.J.: Modeling daily activity program generation considering within day and day-to-day dynamics in activity travel behavior. Transportation 35, 467–484 (2008)CrossRef Habib, K.M.N., Miller, E.J.: Modeling daily activity program generation considering within day and day-to-day dynamics in activity travel behavior. Transportation 35, 467–484 (2008)CrossRef
Zurück zum Zitat Habib, K.M.N., Miller, E.J.: Modeling activity generation: a utility based model of activity-agenda formation. Transportmetrica 5(1), 3–23 (2009)CrossRef Habib, K.M.N., Miller, E.J.: Modeling activity generation: a utility based model of activity-agenda formation. Transportmetrica 5(1), 3–23 (2009)CrossRef
Zurück zum Zitat Habib, K.M.N., Carrasco, J.A., Miller, E.J.: Social context of activity scheduling: discrete-continuous model of relationship between ‘with whom’ and episode start-time and duration. Transp. Res. Rec. 2076, 81–87 (2008)CrossRef Habib, K.M.N., Carrasco, J.A., Miller, E.J.: Social context of activity scheduling: discrete-continuous model of relationship between ‘with whom’ and episode start-time and duration. Transp. Res. Rec. 2076, 81–87 (2008)CrossRef
Zurück zum Zitat Habib, K.M.N., Day, N., Miller, E.J.: An investigation of commuting trip timing and mode choice in the Greater Toronto Area: application of a joint discrete-continuous model. Transp. Res. Part A 43, 639–653 (2009) Habib, K.M.N., Day, N., Miller, E.J.: An investigation of commuting trip timing and mode choice in the Greater Toronto Area: application of a joint discrete-continuous model. Transp. Res. Part A 43, 639–653 (2009)
Zurück zum Zitat Habib, K.M.N., Morency, C., Trépanier, M.: Integrating parking behavior in activity-based travel demand modeling: investigation of the relationship between parking type choice and activity scheduling process. Paper presented at the 12th International Association of Travel Behavior Research (IATBR) conference, Jaipur, India, 2009 Habib, K.M.N., Morency, C., Trépanier, M.: Integrating parking behavior in activity-based travel demand modeling: investigation of the relationship between parking type choice and activity scheduling process. Paper presented at the 12th International Association of Travel Behavior Research (IATBR) conference, Jaipur, India, 2009
Zurück zum Zitat Hicks, J.R.: Value and Capital, 2nd edn. Oxford University Press, London (1946) Hicks, J.R.: Value and Capital, 2nd edn. Oxford University Press, London (1946)
Zurück zum Zitat Joh, C.-H.: Measuring and Predicting Adaptation in Multidimensional Activity-Travel Patterns. Ph.D. thesis, Eindhoven University, the Netherlands (2004) Joh, C.-H.: Measuring and Predicting Adaptation in Multidimensional Activity-Travel Patterns. Ph.D. thesis, Eindhoven University, the Netherlands (2004)
Zurück zum Zitat Johnson, N.L., Kotz, S., Balakrisnan, N.: Continuous Univariate Distributions, vol. 2. Willey Inter. Science, USA (1995) Johnson, N.L., Kotz, S., Balakrisnan, N.: Continuous Univariate Distributions, vol. 2. Willey Inter. Science, USA (1995)
Zurück zum Zitat Kottegoda, N.T., Rosson, R.: Applied Statistics for Civil and Environmental Engieers, 2nd edn. Blackwell Publishing, USA (2008) Kottegoda, N.T., Rosson, R.: Applied Statistics for Civil and Environmental Engieers, 2nd edn. Blackwell Publishing, USA (2008)
Zurück zum Zitat Kuhn, H.W., Tucker, A.W.: Nonlinear programming. In: Neyman, J. (ed.) Proceedings of the Second Berkeley Symposium on Mathematical Statistics and Probability. University of California Press, Berkeley, CA, pp. 481–492 (1951) Kuhn, H.W., Tucker, A.W.: Nonlinear programming. In: Neyman, J. (ed.) Proceedings of the Second Berkeley Symposium on Mathematical Statistics and Probability. University of California Press, Berkeley, CA, pp. 481–492 (1951)
Zurück zum Zitat Lee, L.-F.: Generalized econometric models of selectivity. Econometrica 51, 507–512 (1983)CrossRef Lee, L.-F.: Generalized econometric models of selectivity. Econometrica 51, 507–512 (1983)CrossRef
Zurück zum Zitat Lee, M., McNally, M.G.: An empirical investigation on the dynamic processes of activity scheduling and trip chaining. Transp. Plan. Policy Res. Pract. 33(6), 553–565 (2006) Lee, M., McNally, M.G.: An empirical investigation on the dynamic processes of activity scheduling and trip chaining. Transp. Plan. Policy Res. Pract. 33(6), 553–565 (2006)
Zurück zum Zitat Levinson, D., Kumar, A.: Activity, travel and time allocation. J. Am. Plann. Assoc. 61(4), 458–471 (1995)CrossRef Levinson, D., Kumar, A.: Activity, travel and time allocation. J. Am. Plann. Assoc. 61(4), 458–471 (1995)CrossRef
Zurück zum Zitat Litwin, M., Miller, E.J.: Event-driven time-series-based dynamic model of decision-making processes: philosophical background and conceptual framework. Paper presented at the 83th Annual Meeting of the Transportation Research Board, 2004 Litwin, M., Miller, E.J.: Event-driven time-series-based dynamic model of decision-making processes: philosophical background and conceptual framework. Paper presented at the 83th Annual Meeting of the Transportation Research Board, 2004
Zurück zum Zitat Miller, E.J.: Propositions for modeling household decision-making. In: Lee-Gosselin, M., Doherty, S. (eds.) Integrated Land Use and Transportation Models: Behavioral Foundations. Elsevier, New York (2005a) Miller, E.J.: Propositions for modeling household decision-making. In: Lee-Gosselin, M., Doherty, S. (eds.) Integrated Land Use and Transportation Models: Behavioral Foundations. Elsevier, New York (2005a)
Zurück zum Zitat Miller, E.J.: An integrated framework of modeling short- and long-run household decision making. In: Timmermans, H.J.P. (ed.) Progress in Activity Based Analysis. Elsevier, New York (2005b) Miller, E.J.: An integrated framework of modeling short- and long-run household decision making. In: Timmermans, H.J.P. (ed.) Progress in Activity Based Analysis. Elsevier, New York (2005b)
Zurück zum Zitat Miller, E.J.: Project-based activity scheduling for household and person agents. In: Mahmassani, H. (ed.) Flow, Dynamics and Human Interactions: Proceedings of the 16th International Symposium on Transportation and Traffic Theory. Elsevier, New York (2005c) Miller, E.J.: Project-based activity scheduling for household and person agents. In: Mahmassani, H. (ed.) Flow, Dynamics and Human Interactions: Proceedings of the 16th International Symposium on Transportation and Traffic Theory. Elsevier, New York (2005c)
Zurück zum Zitat Pendyala, R., Bhat, C.R.: An exploration of the relationship between timing and duration of maintenance activities. Transportation 31, 429–456 (2004)CrossRef Pendyala, R., Bhat, C.R.: An exploration of the relationship between timing and duration of maintenance activities. Transportation 31, 429–456 (2004)CrossRef
Zurück zum Zitat Pollak, R., Wales, T.: Demand System Specification and Estimation. Oxford University Press, New York (1992) Pollak, R., Wales, T.: Demand System Specification and Estimation. Oxford University Press, New York (1992)
Zurück zum Zitat Roorda, M.J.: Activity-based modeling of household travel. Ph.D. thesis, Department of Civil Engineering, University of Toronto (2005) Roorda, M.J.: Activity-based modeling of household travel. Ph.D. thesis, Department of Civil Engineering, University of Toronto (2005)
Zurück zum Zitat Roorda, M.J., Miller, E.J.: Toronto area panel survey: demonstrating the benefits of a multiple instrument panel survey. Preprint CD of Seventh International Conference on Travel Methods, Costa Rica, 1–2 August (2004) Roorda, M.J., Miller, E.J.: Toronto area panel survey: demonstrating the benefits of a multiple instrument panel survey. Preprint CD of Seventh International Conference on Travel Methods, Costa Rica, 1–2 August (2004)
Zurück zum Zitat Roorda, M.J., Miller, E.J., Habib, K.M.N.: Validation of TASHA: a 24-hour activity scheduling microsimulation model. Transp. Res. Part A 42, 360–375 (2008) Roorda, M.J., Miller, E.J., Habib, K.M.N.: Validation of TASHA: a 24-hour activity scheduling microsimulation model. Transp. Res. Part A 42, 360–375 (2008)
Zurück zum Zitat Ruiz, T., Timmermans, H.: Changing the timing of activities in resolving scheduling conflicts. Transportation 33, 429–445 (2006)CrossRef Ruiz, T., Timmermans, H.: Changing the timing of activities in resolving scheduling conflicts. Transportation 33, 429–445 (2006)CrossRef
Metadaten
Titel
A random utility maximization (RUM) based dynamic activity scheduling model: Application in weekend activity scheduling
verfasst von
Khandker M. Nurul Habib
Publikationsdatum
01.01.2011
Verlag
Springer US
Erschienen in
Transportation / Ausgabe 1/2011
Print ISSN: 0049-4488
Elektronische ISSN: 1572-9435
DOI
https://doi.org/10.1007/s11116-010-9294-9

    Premium Partner