Multi-objective decision trees with fuzzy TOPSIS: Application to refugee resettlement planning

被引:1
|
作者
Cilali, Buket [1 ]
Rocco, Claudio M. [2 ]
Barker, Kash [1 ,3 ]
机构
[1] Univ Oklahoma, Sch Ind & Syst Engn, Norman, OK USA
[2] Univ Cent Venezuela, Fac Engn, Caracas, Venezuela
[3] Univ Oklahoma, Sch Ind & Syst Engn, 202 W Boyd St, Room 124, Norman, OK 73019 USA
关键词
climate-driven refugee resettlement; fuzzy TOPSIS; multi-criteria decision analysis; multi-objective decision tree; RANKING;
D O I
10.1002/mcda.1822
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
This study combines the use of multi-objective decision trees (MODT) and a fuzzy TOPSIS approach to cope with sequential decision-making under uncertainty with multiple conflicting objectives. To this aim, the MODT generates a Pareto-optimal frontier of solutions for competing objectives, while fuzzy TOPSIS helps assess the noninferior solutions and assign weights to the objectives by considering possible uncertainties in outcomes as well as potential linguistic expression. The proposed approach is illustrated with a temporal decision problem concerning climate-driven refugee resettlement, taking into consideration the challenges of global warming and system interdependencies in an uncertain context. The fuzzy TOPSIS approach was illustrated using two different procedures, and the procedure based on vector normalisation graphically depicts the fuzzy triangular representation of the final ranking.
引用
收藏
页数:11
相关论文
共 50 条
  • [41] The development of a fuzzy multi-objective group decision support system
    Wu, Fengjie
    Lu, He
    Zhang, Guangquan
    Ruan, Da
    [J]. 2007 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-4, 2007, : 669 - +
  • [42] Decentralized multi-objective bilevel decision making with fuzzy demands
    Zhang, Guangquan
    Lu, Jie
    Dillon, Tharam
    [J]. KNOWLEDGE-BASED SYSTEMS, 2007, 20 (05) : 495 - 507
  • [43] Multi-objective decision-tree analysis based on fuzzy
    Zhao, Qing-Song
    Chen, Ying-Wu
    Li, Xing-Bing
    [J]. Harbin Gongcheng Daxue Xuebao/Journal of Harbin Engineering University, 2006, 27 (SUPPL.): : 434 - 437
  • [44] Multi-objective evolutionary fuzzy cognitive maps for decision support
    Mateou, NH
    Moiseos, M
    Andreou, AS
    [J]. 2005 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-3, PROCEEDINGS, 2005, : 824 - 830
  • [45] Application of fuzzy mathematics in multi-objective optimal design
    Shandong Univ of Technology, China
    [J]. Chin J Mech Eng Engl Ed, 2 (81-86):
  • [46] APPLICATION OF FUZZY MATHEMATICS IN MULTI-OBJECTIVE OPTIMAL DESIGN
    Chen Juhua College of Mech . Eng.
    [J]. Chinese Journal of Mechanical Engineering, 1999, (02) : 2 - 7
  • [47] Application of gray fuzzy integral in multi-objective decisions
    [J]. Zhang, Chao-Yong (zcyhust@mail.hust.edu.cn), 2018, Zhejiang University (52):
  • [48] Urban Planning Decision Using Multi-objective Optimization Algorithm
    Wang Jiang-Ping
    Tong Qun
    [J]. 2009 ISECS INTERNATIONAL COLLOQUIUM ON COMPUTING, COMMUNICATION, CONTROL, AND MANAGEMENT, VOL IV, 2009, : 392 - 394
  • [49] Markov Decision Processes For Multi-Objective Satellite Task Planning
    Eddy, Duncan
    Kochenderfer, Mykel
    [J]. 2020 IEEE AEROSPACE CONFERENCE (AEROCONF 2020), 2020,
  • [50] Efficient Methods for Multi-Objective Decision-Theoretic Planning
    Roijers, Diederik M.
    [J]. PROCEEDINGS OF THE TWENTY-FOURTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE (IJCAI), 2015, : 4389 - 4390