A Novel Decision-Making Approach for Product Design Evaluation Using Improved TOPSIS and GRP Method Under Picture Fuzzy Set

被引:0
|
作者
Hongyuan Sun
Qing Ma
Zhe Chen
Guangyao Si
机构
[1] Shandong Jiaotong University,Advanced Manufacturing Technology Center
[2] Shandong University of Science and Technology,School of Minerals and Energy Resources Engineering
[3] University of New South Wales,undefined
来源
International Journal of Fuzzy Systems | 2023年 / 25卷
关键词
Product concept design evaluation; Picture fuzzy set; Entropy of PFS; Improved TOPSIS and GRP method;
D O I
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中图分类号
学科分类号
摘要
Design concept evaluation plays an important role in product development. However, the complexity and ambiguity of the raw information usually make the assessment imprecise and uncertain. This paper creatively integrates the picture fuzzy set (PFS) into the multi-criteria decision-making (MCDM) process to solve the problem of the evaluation process. Initially, appropriate criteria and sub-criteria are selected from five aspects by consulting current literature and experts. At the same time, the picture fuzzy numbers (PFNs) and the essential operational ideas of the picture fuzzy weighted interaction average (PFWIA) operator are introduced in this study. Then, we employ the entropy of PFS, and the weights of each criterion and the local weights of each sub-criterion are determined. To select the optimal design alternative, we use the absolute positive and negative ideal solution improved technique for order performance by similarity to the ideal solution method (TOPSIS) and the weighted Mahalanobis distance improved grey relational projection (GRP) approach. Finally, a numerical application is given to demonstrate that the proposed method can help solve the product concept design problem.
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页码:1689 / 1706
页数:17
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