Route choice model based on cellular automata and cumulative prospect theory

被引:0
|
作者
Yang, Liu [1 ,2 ]
Li, Ao [3 ]
机构
[1] Xinxiang Med Univ, Sanquan Coll, Dept Finance, Xinxiang, Henan, Peoples R China
[2] Univ Cordilleras, Coll Bussniss Adm, Baguio, Baguio, Philippines
[3] Renmin Univ China, Econ Coll, Beijing, Peoples R China
关键词
Bounded rationality; route choice; cumulative prospect theory; cellular automata; dynamic reference point; BEHAVIOR; TRAVELERS; DECISION; NETWORK; RISK;
D O I
10.3233/JIFS-220600
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In order to investigate the impact of travelers' adaptive adjustment behaviors on traffic network flowdiversion under the assumption of bounded rationality, a multi-agent route choice model with individual interaction mechanism is established by using cumulative prospect theory and evolutionary cellular automata. In the model, travelers are divided into risk-seeking and risk-aversion ones. Based on the reliability of travel time and the idea of cellular genetic algorithm, the dynamic reference points and their evolution rules for travelers with heterogeneous characteristics are designed to enable individual travelers dynamically adjust their travel time budget according to the changes in the decision-making environment. Finally, the evolution rule of multi-agent reference points is combined with the traditional method of successive average algorithm to design the multi-agent bounded rational route choice evolution algorithm for the solving the problem of traffic flow assignment in a road network. The research main contributions show that the evolution model has well inherited the characteristics of the route flow diversion in the traditional model.
引用
收藏
页码:1823 / 1834
页数:12
相关论文
共 50 条
  • [41] An improved user experience model with cumulative prospect theory
    Zhou, Feng
    Jiao, Roger J.
    2013 CONFERENCE ON SYSTEMS ENGINEERING RESEARCH, 2013, 16 : 870 - 877
  • [42] Day-to-day traffic assignment model based on cumulative prospect theory
    Zhang, Xi
    Pu, Yun
    Liu, Hai-Xu
    Huanan Ligong Daxue Xuebao/Journal of South China University of Technology (Natural Science), 2014, 42 (12): : 58 - 63
  • [43] A Model for Urban Road Network Vulnerability Analysis Based on Cumulative Prospect Theory
    Lu Biao
    Huang Yu
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON CIVIL, TRANSPORTATION AND ENVIRONMENT, 2016, 78 : 93 - 104
  • [44] The role of aspiration level in risky choice: A comparison of cumulative prospect theory and SP A theory
    Lopes, LL
    Oden, GC
    JOURNAL OF MATHEMATICAL PSYCHOLOGY, 1999, 43 (02) : 286 - 313
  • [45] The Park-and-Ride Behavior in a Cumulative Prospect Theory-Based Model
    Tian L.-J.
    Lyu C.-R.
    Zhao Y.-X.
    Journal of the Operations Research Society of China, 2017, 5 (3) : 363 - 376
  • [46] Fire and Heat Spreading Model Based on Cellular Automata Theory
    Samartsev, A. A.
    Rezchikov, A. F.
    Kushnikov, V. A.
    Ivashchenko, V. A.
    Bogomolov, A. S.
    Filimonyuk, L. Yu
    Dolinina, O. N.
    Kushnikov, O. V.
    Shulga, T. E.
    Tverdokhlebov, V. A.
    Fominykh, D. S.
    INTERNATIONAL CONFERENCE INFORMATION TECHNOLOGIES IN BUSINESS AND INDUSTRY 2018, PTS 1-4, 2018, 1015
  • [47] Optimization of railway route scheme based on comparison of multi-grey models and cumulative prospect theory
    Liu, Shuyi
    Fang, Xi
    Journal of Railway Science and Engineering, 2021, 18 (08) : 2029 - 2037
  • [48] A realistic cellular automata model of bus route system based on open boundary
    Luo, Yong-Ji
    Jia, Bin
    Li, Xin-Gang
    Wang, Can
    Gao, Zi-You
    TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2012, 25 : 202 - 213
  • [49] A Cellular Automata Model of Opening Boundary Conditions Based on Community Bus Route
    Wang, Xiao
    SENSORS, MEASUREMENT AND INTELLIGENT MATERIALS II, PTS 1 AND 2, 2014, 475-476 : 723 - 728
  • [50] Cumulative Mean Crowding and Pedestrian Crowds: A Cellular Automata Model
    Gorrini, Andrea
    Crociani, Luca
    Vizzari, Giuseppe
    Bandini, Stefania
    CELLULAR AUTOMATA (ACRI 2018), 2018, 11115 : 481 - 491