Multi-agents modelling of EV purchase willingness based on questionnaires

被引:16
|
作者
Xue, Yusheng [1 ]
Wu, Juai [1 ,2 ]
Xie, Dongliang [1 ]
Li, Kang [3 ]
Zhang, Yu [4 ]
Wen, Fushuan [5 ]
Cai, Bin [1 ,2 ]
Wu, Qiuwei [6 ]
Yang, Guangya [6 ]
机构
[1] State Grid Elect Power Res Inst, Nanjing 210003, Jiangsu, Peoples R China
[2] Nanjing Univ Sci & Technol NJUST, Nanjing 210094, Jiangsu, Peoples R China
[3] Queens Univ Belfast, Belfast, Antrim, North Ireland
[4] State Grid Shanghai Municipal Elect Power Co, Shanghai 200122, Peoples R China
[5] Zhejiang Univ, Hangzhou 310027, Zhejiang, Peoples R China
[6] Tech Univ Denmark, DK-2800 Lyngby, Denmark
基金
英国工程与自然科学研究理事会;
关键词
Behavioral analysis; Experimental economics; Human experimenters; Knowledge extraction; Multi-; agents; EV purchase;
D O I
10.1007/s40565-015-0112-4
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Traditional experimental economics methods often consume enormous resources of qualified human participants, and the inconsistence of a participant's decisions among repeated trials prevents investigation from sensitivity analyses. The problem can be solved if computer agents are capable of generating similar behaviors as the given participants in experiments. An experimental economics based analysis method is presented to extract deep information from questionnaire data and emulate any number of participants. Taking the customers' willingness to purchase electric vehicles (EVs) as an example, multi-layer correlation information is extracted from a limited number of questionnaires. Multi-agents mimicking the inquired potential customers are modelled through matching the probabilistic distributions of their willingness embedded in the questionnaires. The authenticity of both the model and the algorithm is validated by comparing the agent-based Monte Carlo simulation results with the questionnaire-based deduction results. With the aid of agent models, the effects of minority agents with specific preferences on the results are also discussed.
引用
收藏
页码:149 / 159
页数:11
相关论文
共 50 条
  • [1] Experimental Study on EV Purchases Assisted by Multi-agents Representing a Set of Questionnaires
    Xue, Yusheng
    Wu, Juai
    Xie, Dongliang
    Li, Kang
    Zhang, Yu
    Wen, Fushuan
    Cai, Bin
    Wu, Qiuwei
    Yang, Guangya
    [J]. INTELLIGENT COMPUTING IN SMART GRID AND ELECTRICAL VEHICLES, 2014, 463 : 449 - 459
  • [2] Experimental study on EV purchases assisted by multi-agents representing a set of questionnaires
    Xue, Yusheng
    Wu, Juai
    Xie, Dongliang
    Li, Kang
    Zhang, Yu
    Wen, Fushuan
    Cai, Bin
    Wu, Qiuwei
    Yang, Guangya
    [J]. Communications in Computer and Information Science, 2014, 463 : 449 - 459
  • [3] Modelling Agents' Perception: Issues and Challenges in Multi-agents Based Systems
    Magessi, Nuno Trindade
    Antunes, Luis
    [J]. PROGRESS IN ARTIFICIAL INTELLIGENCE-BK, 2015, 9273 : 687 - 695
  • [4] A multi-agents architecture to enhance end-user individual based modelling
    Ginot, V
    Le Page, C
    Souissi, S
    [J]. ECOLOGICAL MODELLING, 2002, 157 (01) : 23 - 41
  • [5] Multi-agents based modelling for distribution network operation with electric vehicle integration
    Hu, Junjie
    Morais, Hugo
    Zong, Yi
    You, Shi
    Bindner, Henrik W.
    Wang, Lei
    Wu, Qidi
    [J]. Communications in Computer and Information Science, 2014, 463 : 349 - 358
  • [6] Modelling spatial memory of sheep at pasture with multi-agents
    Hill, DRC
    Dumont, B
    Roux, C
    [J]. SIMULATION: PAST, PRESENT AND FUTURE, 1998, : 348 - 352
  • [7] Web Mining based on multi-agents
    Li, Z
    Liu, ZJ
    [J]. ICCIMA 2003: FIFTH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND MULTIMEDIA APPLICATIONS, PROCEEDINGS, 2003, : 90 - 95
  • [8] Multi-agents Based Modelling for Distribution Network Operation with Electric Vehicle Integration
    Hu, Junjie
    Morais, Hugo
    Zong, Yi
    You, Shi
    Bindner, Henrik W.
    Wang, Lei
    Wu, Qidi
    [J]. INTELLIGENT COMPUTING IN SMART GRID AND ELECTRICAL VEHICLES, 2014, 463 : 349 - 358
  • [9] MODELLING AND SIMULATION OF DISTRIBUTED SYSTEMS USING INTELLIGENT MULTI-AGENTS
    Dragomir, Otilia Elena
    [J]. JOURNAL OF SCIENCE AND ARTS, 2022, (02): : 471 - 482
  • [10] Modelling a PKI-based network system using multi-agents systems engineering
    Torrellas, GAS
    Sheremetov, L
    Vargas, LAV
    [J]. Mobile and Wireless Communications Networks, 2003, : 71 - 74