Joint Modeling of Household Vehicle and Activity Allocation Statistical Analysis and Discrete Choice Modeling Approach

被引:3
|
作者
Arman, Mohammad Ali [1 ]
Kalantari, Navid [2 ]
Mohammadian, AbolfazI [3 ]
机构
[1] Iran Univ Sci & Technol, Traff Lab, Tehran 16846, Iran
[2] Iran Univ Sci & Technol, Dept Civil Engn, Tehran 16846, Iran
[3] Univ Illinois, Dept Civil & Mat Engn, Chicago, IL 60607 USA
关键词
CAR-DEFICIENT HOUSEHOLDS; DECISION-MAKING; TIME ALLOCATION; HEADS; TASK;
D O I
10.3141/2495-13
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Traffic is a major problem, even in countries with low per capita vehicle ownership. Governments often use vehicle restriction measures to combat severe traffic, especially in developing countries. However, such restrictions can disrupt economic efficiency as well as the daily lives of citizens. The discipline of transportation modeling has emerged as a response to these problems. In particular, activity-based travel demand models show great promise. These models require an accurate consideration of the social factors involved in travel behavior; however, recent studies have only considered intrahousehold relationships separately from vehicle usage. This paper describes the development of a joint model for household activity and vehicle allocation. A paired combinatorial logit model was used to estimate the share of each household member in nonmandatory activities. A vehicle allocation model is a multinomial logit model that assigns an allocation probability to each household member. The two models were estimated by a joint modeling framework. The model was estimated with data collected from three cities in Iran. A strong relationship was found between the activity allocation pattern and gender, the role of the individual in the family, employment status, time of day, and duration of the activity. These effects were especially pronounced in households with young children. Incorporating demographics into transportation models can more robustly model vehicle usage behavior. This study focused on Iranian cities, but the results can be extended to other countries with similar characteristics.
引用
收藏
页码:121 / 130
页数:10
相关论文
共 50 条
  • [1] Explicit modeling of joint travel by household members - Statistical evidence and applied approach
    Vovsha, P
    Petersen, E
    Donnelly, R
    [J]. TRAVEL DEMAND AND LAND USE 2003: PLANNING AND ADMINISTRATION, 2003, (1831): : 1 - 10
  • [2] Modeling the Choice of Household Vehicle for Social-Recreational Tours
    Lim, Kwang-Kyun
    [J]. KSCE JOURNAL OF CIVIL ENGINEERING, 2016, 20 (02) : 913 - 921
  • [3] Modeling the choice of household vehicle for social-recreational tours
    Kwang-Kyun Lim
    [J]. KSCE Journal of Civil Engineering, 2016, 20 : 913 - 921
  • [4] Modeling methods for discrete choice analysis
    Ben-Akiva M.
    Mcfadden D.
    Abe M.
    Böckenholt U.
    Bolduc D.
    Gopinath D.
    Morikawa T.
    Ramaswamy V.
    Rao V.
    Revelt D.
    Steinberg D.
    [J]. Marketing Letters, 1997, 8 (3) : 273 - 286
  • [5] Modeling of Household Vehicle Type Choice Accommodating Spatial Dependence Effects
    Paleti, Rajesh
    Bhat, Chandra R.
    Pendyala, Ram M.
    Goulias, Konstadinos G.
    [J]. TRANSPORTATION RESEARCH RECORD, 2013, (2343) : 86 - 94
  • [6] A discrete choice approach to modeling food store access
    Hillier, Amy
    Smith, Tony
    Cannuscio, Carolyn C.
    Karpyn, Allison
    Glanz, Karen
    [J]. ENVIRONMENT AND PLANNING B-PLANNING & DESIGN, 2015, 42 (02): : 263 - 278
  • [7] An approach to decision-based design with discrete choice analysis for demand modeling
    Wassenaar, HJ
    Chen, W
    [J]. JOURNAL OF MECHANICAL DESIGN, 2003, 125 (03) : 490 - 497
  • [8] A Statistical Modeling and Tracking Control Approach to Marine Vehicle
    Peng, Hui
    Ohtsu, Kohei
    Kitagawa, Genshiro
    Oda, Hiroyuki
    [J]. 2010 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS, 2010, : 640 - 645
  • [9] Modeling Freight Vehicle Type Choice using Machine Learning and Discrete Choice Methods
    Ahmed, Usman
    Roorda, Matthew J.
    [J]. TRANSPORTATION RESEARCH RECORD, 2022, 2676 (02) : 541 - 552
  • [10] Joint modeling of mode choice and travel distance with intra-household interactions
    Shasha Liu
    Toshiyuki Yamamoto
    Enjian Yao
    [J]. Transportation, 2023, 50 : 1527 - 1552