A Decision-Making Method for Design Schemes Based on Intuitionistic Fuzzy Sets and Prospect Theory

被引:1
|
作者
Hao, Juan [1 ,2 ]
Gao, Xinqin [1 ,2 ]
Yang, Xueqi [1 ,2 ]
Liu, Yong [1 ,2 ]
Han, Zhoupeng [1 ,2 ]
机构
[1] Xian Univ Technol, Sch Mech & Precis Instrument Engn, Xian 710048, Peoples R China
[2] Xian Univ Technol, Shaanxi Modern Equipment Green Mfg Collaborat Inno, Xian 710048, Peoples R China
来源
SYMMETRY-BASEL | 2023年 / 15卷 / 08期
关键词
conceptual design; multi-criteria decision-making; prospect theory; intuitionistic fuzzy sets; combined weight; SELECTION; MCDM;
D O I
10.3390/sym15081570
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Conceptual design is a key link in the process of complex product design, and it is very important to select the appropriate design scheme; however, there are many types and inaccuracies of the evaluation data, and there is a problem of mutual influence between the evaluation criteria, which leads to unreliable decision making of the optimal solution. In order to solve this problem, a decision-making method based on intuitionistic fuzzy sets (IFS) and prospect theory is proposed. This method can be used for symmetric and asymmetric evaluation data. The evaluation data are classified according to different expression types and unified using intuitionistic fuzzy numbers. The intuitionistic fuzzy prospect value of decision information is calculated using prospect theory, and the prospect transformation of decision information is completed. At the same time, the Gray Relational Analysis (GRA) method and the Criteria Importance Though Intercriteria Correlation (CRITIC) method are used to calculate the subjective and objective weights of the technical and economic evaluation indexes of the product, and the combination weights are given; then, based on the evidence theory, the basic probability distribution of the evidence chain of all conceptual design schemes is synthesized, and the comprehensive prospect evaluation results of the schemes are obtained to complete the optimization of the conceptual design schemes. Finally, the effectiveness of the proposed method is verified by the conceptual design of the chip removal system of the deep hole machining machine tool. This work provides a promising method for decision makers to optimize the design scheme and provides insights into multi-objective decision-making problems.
引用
下载
收藏
页数:18
相关论文
共 50 条
  • [1] An Intuitionistic Fuzzy Stochastic Decision-Making Method Based on Case-Based Reasoning and Prospect Theory
    Li, Peng
    Yang, Yingjie
    Wei, Cuiping
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2017, 2017
  • [2] A DECISION-MAKING FRAMEWORK BASED ON THE PROSPECT THEORY UNDER AN INTUITIONISTIC FUZZY ENVIRONMENT
    Gu, Jing
    Wang, Zijian
    Xu, Zeshui
    Chen, Xuezheng
    TECHNOLOGICAL AND ECONOMIC DEVELOPMENT OF ECONOMY, 2018, 24 (06) : 2374 - 2396
  • [3] Intuitionistic fuzzy stochastic multi-criteria decision-making method based on modified prospect theory
    Gao J.-W.
    Guo F.-J.
    Kongzhi yu Juece/Control and Decision, 2019, 34 (02): : 317 - 324
  • [4] Multicriteria fuzzy decision-making methods based on intuitionistic fuzzy sets
    Lin, Lin
    Yuan, Xue-Hai
    Xia, Zun-Quan
    JOURNAL OF COMPUTER AND SYSTEM SCIENCES, 2007, 73 (01) : 84 - 88
  • [5] Multi-criteria decision-making method based on evidence theory and prospect theory for hesitant-intuitionistic fuzzy linguistic
    Tan C.-Q.
    Jia Y.
    Kongzhi yu Juece/Control and Decision, 2017, 32 (02): : 333 - 339
  • [6] Emergency logistics plan decision-making method based on linguistic intuitionistic fuzzy sets
    Liu, Limei
    Gong, Yinli
    Cao, Wenzhi
    Yang, Yi
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2021, 27 (05): : 1494 - 1505
  • [7] Interval-valued intuitionistic fuzzy stochastic multi-criteria decision-making method based on Prospect theory
    Gao, Jianwei
    Liu, Huihui
    KYBERNETES, 2015, 44 (01) : 25 - 42
  • [8] Dynamic intuitionistic fuzzy multiple attributes decision making method based on prospect theory and VIKOR
    Li M.
    He S.
    You L.
    Huang Z.
    Journal Europeen des Systemes Automatises, 2020, 53 (02): : 243 - 248
  • [9] On Intuitionistic Fuzzy Soft Sets and Their Application in Decision-Making
    Tripathy, B. K.
    Mohanty, R. K.
    Sooraj, T. R.
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON SIGNAL, NETWORKS, COMPUTING, AND SYSTEMS (ICSNCS 2016), VOL 2, 2016, 396 : 67 - 73