A decision support model for multi-attribute group decision making using a multi-objective optimization approach

被引:5
|
作者
Xiong, Jian [1 ,2 ]
Chen, Yingwu [1 ]
Yang, Kewei [1 ,3 ]
Liu, Jing [2 ,4 ]
机构
[1] Natl Univ Def Technol Changsha, Coll Informat Syst & Management, Dept Management, Changsha 410073, Hunan, Peoples R China
[2] Univ New S Wales, Australian Def Force Acad, Sch Engn & Informat Technol, Canberra, ACT 2600, Australia
[3] Univ York, Dept Comp Sci, York YO10 5GH, N Yorkshire, England
[4] Xidian Univ, Minist Educ China, Key Lab Intelligent Percept & Image Understanding, Xian 710071, Peoples R China
基金
中国国家自然科学基金;
关键词
multi-attribute group decision making; multi-objective optimization; consensus degree; departure degree; decision support model; LINGUISTIC ASSESSMENTS; CONSENSUS; SELECTION; INFORMATION; ENVIRONMENT; SYSTEMS;
D O I
10.1080/18756891.2013.769781
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The multi-attribute group decision making (MAGDM) problem has received considerable attention in the decision analysis field and fruitful achievements have been reported in the literature. This paper focuses on the MAGDM in which the subjective absolute judgement on alternatives with respect to evaluating attributes are represented by fuzzy numbers. This paper employs the consensus degree to measure the agreement level of a MAGDM solution and develops a new measure degree-departure degree to evaluate how far the decision makers from their initial decision preferences. Based on these two conflicting measure degrees, the decision process of MAGDM is modelled as a multi-objective optimization problem. A decision support model (DSM) for MAGDM is proposed. The proposed DSM, incorporating five implementing phases, aims at obtaining acceptable decision solution(s) by solving the multi-objective optimization problem and conducting an interactive procedure with decision makers. In case study, this paper takes the alternative selection problem about hydroelectric project to illustrate the phases and procedure of the proposed DSM.
引用
收藏
页码:337 / 353
页数:17
相关论文
共 50 条
  • [41] A HYBRID FUZZY APPROACH TO FUZZY MULTI-ATTRIBUTE GROUP DECISION-MAKING
    Su, Zhi-Xin
    INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, 2011, 10 (04) : 695 - 711
  • [42] A simulation based multi-attribute group decision making technique with decision constraints
    Bayram, Husamettin
    Sahin, Ramazan
    APPLIED SOFT COMPUTING, 2016, 49 : 629 - 640
  • [43] On Soft Rough Topology with Multi-Attribute Group Decision Making
    Riaz, Muhammad
    Smarandache, Florentin
    Firdous, Atiqa
    Fakhar, Atiqa
    MATHEMATICS, 2019, 7 (01)
  • [44] Multi-attribute group decision making with aspirations: A case study
    Feng, Bo
    Lai, Fujun
    OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2014, 44 : 136 - 147
  • [45] Multi-Attribute Group Decision Making Model Based on Fuzzy Triangle Number
    Zhang Xianqi
    Sun Shaonan
    Liu Huiqing
    PROCEEDINGS OF THE 15TH INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT, VOLS A-C, 2008, : 1104 - 1108
  • [46] Fuzzy multi-attribute group decision making method for wine evaluation model
    Ren, Haiping, 1600, Maxwell Science Publications (06):
  • [47] Multi-attribute group decision making model under the condition of uncertain information
    Lin, Yong-Huang
    Lee, Pin-Chan
    Chang, Ta-Peng
    Ting, Hsin-I
    AUTOMATION IN CONSTRUCTION, 2008, 17 (06) : 792 - 797
  • [48] On multi-period multi-attribute decision making
    Xu, Zeshui
    KNOWLEDGE-BASED SYSTEMS, 2008, 21 (02) : 164 - 171
  • [49] Description and First Evaluation of an Approach for a Pilot Decision Support System Based on Multi-attribute Decision Making
    Djartov, Boris
    Mostaghim, Sanaz
    Papenfuss, Anne
    Wies, Matthias
    2022 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI), 2022, : 141 - 147
  • [50] A multi-objective dynamic scheduling approach using multiple attribute decision making in semiconductor manufacturing
    Yao, Shiqing
    Jiang, Zhibin
    Li, Na
    Zhang, Huai
    Geng, Na
    INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2011, 130 (01) : 125 - 133