Design concept evaluation based on cloud rough model and modified AHP-VIKOR: An application to lithography tool manufacturing process

被引:11
|
作者
Sarwar, Musavarah [1 ]
Bashir, Faiqa [1 ]
机构
[1] GC Women Univ, Dept Math, Sialkot 51310, Pakistan
关键词
Design concept evaluation; Cloud rough numbers; Cloud rough AHP; Cloud rough VIKOR; Lithography; FAILURE MODE; FUZZY AHP; SELECTION; TOPSIS; PERFORMANCE; SETS;
D O I
10.1016/j.aei.2024.102369
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Design concept evaluation is a wide domain of research as the production process of new product development is mainly based on the evaluations of experts. As different types of uncertainties like vagueness, randomness, and diversity essentially exist in the evaluation information, the manipulation models that deal with just one type of uncertainty are not appropriate for ranking the design alternatives. The integration of multiple approaches into a single mathematical model to create an effective framework is more useful for uncertain information manipulation. This paper presents an innovative group decision -making approach to evaluate design concepts by integrating cloud rough numbers, analytic hierarchy process (AHP) and VlseKriterijumska Optimizacija I Kompromisno Resenje (VIKOR) method to introduce a novel cloud rough AHP-VIKOR model. The concept of cloud rough numbers is utilized by fusing the merits of the cloud model theory and rough approximations in addressing randomness in experts' judgments and intrapersonal uncertainty for handling consensus inconsistency. Some new modified algebraic operations are introduced to remove the errors in already existing operations of cloud rough numbers. The cloud rough AHP technique is introduced to compute weights of design criteria by computing the cloud rough numbers of linguistic values and their reciprocals. Based on cloud rough values of positive and negative ideals, the individual regret, group utility values and evaluation indices are determined. Using the distance of evaluation indices from minimized cloud rough value, the design alternatives are ranked using different formulae. The significance of the proposed approach is illustrated with a real -world application in lithography tool manufacturing process. The out -performance and reliability of the proposed model is studied by a sensitivity analysis of different parameters in the method, and a comparison analysis with existing approaches.
引用
收藏
页数:25
相关论文
共 18 条
  • [1] An integrated AHP and VIKOR for design concept evaluation based on rough number
    Zhu, Guo-Niu
    Hu, Jie
    Qi, Jin
    Gu, Chao-Chen
    Peng, Ying-Hong
    ADVANCED ENGINEERING INFORMATICS, 2015, 29 (03) : 408 - 418
  • [2] Decision making model for design concept evaluation based on interval rough integrated cloud VIKOR
    Sarwar M.
    Journal of Ambient Intelligence and Humanized Computing, 2023, 14 (04) : 3875 - 3897
  • [3] A Study on the Evaluation Method of Agility for Female College Basketball Players Based on the AHP-VIKOR Model
    Guan, Zhenyu
    Kan, Zhe
    JOURNAL OF INFORMATION PROCESSING SYSTEMS, 2025, 21 (01): : 80 - 88
  • [4] Modified rough VIKOR based design concept evaluation method compatible with objective design and subjective preference factors
    Qi, Jin
    Hu, Jie
    Peng, Yinghong
    APPLIED SOFT COMPUTING, 2021, 107
  • [5] A fuzzy rough number-based AHP-TOPSIS for design concept evaluation under uncertain environments
    Zhu, Guo-Niu
    Hu, Jie
    Ren, Hongliang
    APPLIED SOFT COMPUTING, 2020, 91
  • [6] Evaluating the application of augmented reality devices in manufacturing from a process point of view: An AHP based model
    Elia, Valerio
    Gnoni, Maria Grazia
    Lanzilotto, Alessandra
    EXPERT SYSTEMS WITH APPLICATIONS, 2016, 63 : 187 - 197
  • [7] Design and Application of Evaluation Model on Technical Innovation Ability of SMEs Based on AHP and FCE
    Gao Zhijie
    Ji Jie
    Li Ping
    PROCEEDINGS OF THE 7TH INTERNATIONAL CONFERENCE ON INNOVATION AND MANAGEMENT, VOLS I AND II, 2010, : 494 - 498
  • [8] Enterprise Knowledge Management Application Evaluation based on Cloud Gravity Center Model and Fuzzy Extended AHP
    Zheng, Jingli
    JOURNAL OF COMPUTERS, 2011, 6 (06) : 1110 - 1116
  • [9] The Design and Application of Software Measurement and Evaluation Model Based on Process Management
    Li, WenXing
    Gu, ZiYi
    Yang, XiangLin
    Tian, Fang
    2021 2ND INTERNATIONAL CONFERENCE ON BIG DATA & ARTIFICIAL INTELLIGENCE & SOFTWARE ENGINEERING (ICBASE 2021), 2021, : 649 - 653
  • [10] Research on application of process model for product concept creative design based on TRIZ and TOC
    Huang S.
    Liu X.
    Ai H.
    International Journal on Interactive Design and Manufacturing (IJIDeM), 2017, 11 (4): : 957 - 966