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Understanding parking decisions with structural equation modeling

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  • Zong, Fang
  • Yu, Ping
  • Tang, Jinjun
  • Sun, Xiao

Abstract

Analysis of parking behavior and the mechanism of parking decisions is essential for balancing the spatial–temporal distribution of parking and formulating parking management policies. Using parking information from Beijing China, in 2014, a structural equation model was established to analyze the impacts of travelers’ personal/family attributes, the trip purpose and parking rates on parking decisions. The one-way and two-way relationships between three parking decisions, namely, the parking period, parking location, and parking duration were examined. The results indicate that there is a two-way relationship between on-street parking and parking duration. The reason for this relationship is that the layout of free and legal on-street parking spaces does not combine the surrounding land use properties and trip purpose, resulting in an uneven spatial and temporal distribution of parking options. The results also show that the increase of parking fees will promote shortening the parking duration; travelers with the purpose of work will have longer parking duration; and the greater the number of passengers, the higher the probability of on-street parking will be. These findings can be used to help developing measures to regulate parking behavior by controlling relevant factors. By applying a structural equation model, this study also makes a methodological contribution to testing the correlation among related parking decisions and graphically visualizing the parking decision-making process.

Suggested Citation

  • Zong, Fang & Yu, Ping & Tang, Jinjun & Sun, Xiao, 2019. "Understanding parking decisions with structural equation modeling," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 523(C), pages 408-417.
  • Handle: RePEc:eee:phsmap:v:523:y:2019:i:c:p:408-417
    DOI: 10.1016/j.physa.2019.02.038
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    References listed on IDEAS

    as
    1. Tang, Jinjun & Yang, Yifan & Qi, Yong, 2018. "A hybrid algorithm for Urban transit schedule optimization," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 512(C), pages 745-755.
    2. Yu, Bin & Yang, Zhongzhen & Li, Shan, 2012. "Real-time partway deadheading strategy based on transit service reliability assessment," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(8), pages 1265-1279.
    3. Zhang, Shen & Liu, Xin & Tang, Jinjun & Cheng, Shaowu & Qi, Yong & Wang, Yinhai, 2018. "Spatio-temporal modeling of destination choice behavior through the Bayesian hierarchical approach," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 512(C), pages 537-551.
    4. Hunt, J. D. & Teply, S., 1993. "A nested logit model of parking location choice," Transportation Research Part B: Methodological, Elsevier, vol. 27(4), pages 253-265, August.
    5. Kevin Washbrook & Wolfgang Haider & Mark Jaccard, 2006. "Estimating commuter mode choice: A discrete choice analysis of the impact of road pricing and parking charges," Transportation, Springer, vol. 33(6), pages 621-639, November.
    6. Shoup, Donald C., 2006. "Cruising for Parking," University of California Transportation Center, Working Papers qt55s7079f, University of California Transportation Center.
    7. Simićević, Jelena & Vukanović, Smiljan & Milosavljević, Nada, 2013. "The effect of parking charges and time limit to car usage and parking behaviour," Transport Policy, Elsevier, vol. 30(C), pages 125-131.
    8. John Golias & George Yannis & Michel Harvatis, 2002. "Off-Street Parking Choice Sensitivity," Transportation Planning and Technology, Taylor & Francis Journals, vol. 25(4), pages 333-348, January.
    9. Shiftan, Yoram & Outwater, Maren L. & Zhou, Yushuang, 2008. "Transit market research using structural equation modeling and attitudinal market segmentation," Transport Policy, Elsevier, vol. 15(3), pages 186-195, May.
    10. Willson, Richard W. & Shoup, Donald C., 1990. "Parking Subsidies and Travel Choices: Assessing the Evidence," University of California Transportation Center, Working Papers qt3256f490, University of California Transportation Center.
    11. Hensher, David A. & King, Jenny, 2001. "Parking demand and responsiveness to supply, pricing and location in the Sydney central business district," Transportation Research Part A: Policy and Practice, Elsevier, vol. 35(3), pages 177-196, March.
    12. Fang Zong & Menglin Wang, 2015. "Understanding parking decisions with a Bayesian network," Transportation Planning and Technology, Taylor & Francis Journals, vol. 38(6), pages 585-600, August.
    13. B Yu & Z-Z Yang & J-X Xie, 2011. "A parallel improved ant colony optimization for multi-depot vehicle routing problem," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 62(1), pages 183-188, January.
    14. Tang, Jinjun & Zhang, Shen & Chen, Xinqiang & Liu, Fang & Zou, Yajie, 2018. "Taxi trips distribution modeling based on Entropy-Maximizing theory: A case study in Harbin city—China," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 493(C), pages 430-443.
    15. Changxi Ma & Ruichun He & Wei Zhang, 2018. "Path optimization of taxi carpooling," PLOS ONE, Public Library of Science, vol. 13(8), pages 1-15, August.
    16. Yan, Ying & Zhang, Shen & Tang, Jinjun & Wang, Xiaofei, 2017. "Understanding characteristics in multivariate traffic flow time series from complex network structure," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 477(C), pages 149-160.
    17. Shoup, Donald C., 2006. "Cruising for parking," Transport Policy, Elsevier, vol. 13(6), pages 479-486, November.
    18. Tang, Jinjun & Liang, Jian & Zhang, Shen & Huang, Helai & Liu, Fang, 2018. "Inferring driving trajectories based on probabilistic model from large scale taxi GPS data," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 506(C), pages 566-577.
    19. Lu, Xuedong & Pas, Eric I., 1999. "Socio-demographics, activity participation and travel behavior," Transportation Research Part A: Policy and Practice, Elsevier, vol. 33(1), pages 1-18, January.
    20. Wilson, Richard W. & Shoup, Donald C., 1990. "Parking Subsidies and Travel Choices: Assessing the Evidence," University of California Transportation Center, Working Papers qt5w24532x, University of California Transportation Center.
    21. Deutsch, Kathleen & Yoon, Seo Youn & Goulias, Konstadinos, 2013. "Modeling travel behavior and sense of place using a structural equation model," Journal of Transport Geography, Elsevier, vol. 28(C), pages 155-163.
    22. Anderson, Christopher M. & Das, Chhandita & Tyrrell, Timothy J., 2006. "Parking preferences among tourists in Newport, Rhode Island," Transportation Research Part A: Policy and Practice, Elsevier, vol. 40(4), pages 334-353, May.
    23. He, Fang & Yin, Yafeng & Chen, Zhibin & Zhou, Jing, 2015. "Pricing of parking games with atomic players," Transportation Research Part B: Methodological, Elsevier, vol. 73(C), pages 1-12.
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