A Hybrid Model Based on SEM and Fuzzy TOPSIS for Supplier Selection

被引:8
作者
Sun, Hongyi [1 ]
Zhang, Bingqian [1 ]
Ni, Wenbin [2 ]
机构
[1] City Univ Hong Kong, Dept Adv Design & Syst Engn, Hong Kong 999017, Peoples R China
[2] Zhejiang Univ Finance & Econ, Sch Business Adm, Hangzhou 310018, Peoples R China
关键词
supplier selection; factor analysis; fuzzy TOPSIS; manufacturing industry; COMPETITIVE PRIORITIES; CRITERIA; AHP; PERFORMANCE;
D O I
10.3390/math10193505
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
How to select the right suppliers has become a crucial strategic decision for manufacturing companies facing various performance measures. This study proposed a hybrid selection model integrating factor analysis, structural equation modeling (SEM), and the fuzzy Technique for Order Performance by Similarity to Ideal Solution to (TOPSIS) design a supplier selection model. The study distilled 70 original selection criteria from the relevant literature and identified eight main influencing factors based on factor analysis. The relevance of factors was evaluated by SEM and the performance of suppliers assessed by fuzzy TOPSIS. The model was applied in a manufacturing company in China to verify its practical significance. By combining different methods, the model can select relevant and important supplier selection criteria and include unquantifiable, incomplete, and vague information in the decision model. The hybrid model merges the advantages of each method and takes into account of uncertainty associated with supplier selection process.
引用
收藏
页数:19
相关论文
共 56 条
[1]   A new approach for ranking of trapezoidal fuzzy numbers [J].
Abbasbandy, S. ;
Hajjari, T. .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2009, 57 (03) :413-419
[2]   Web based casting supplier evaluation using analytical hierarchy process [J].
Akarte, MM ;
Surendra, NV ;
Ravi, B ;
Rangaraj, N .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2001, 52 (05) :511-522
[3]  
Badi I., 2020, DECIS MAK APPL MANAG, V3, P37, DOI DOI 10.31181/DMAME2003037B
[4]   Short- and long-term repeated game behaviours of two parallel supply chains based on government subsidy in the vehicle market [J].
Bao, Binshuo ;
Ma, Junhai ;
Goh, Mark .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2020, 58 (24) :7507-7530
[5]  
Bellman R. E., 1971, Decision-making in a fuzzy environment, DOI 10.1287/mnsc.17.4.B141
[6]   A fuzzy TOPSIS methodology to support outsourcing of logistics services [J].
Bottani, Eleonora ;
Rizzi, Antonio .
SUPPLY CHAIN MANAGEMENT-AN INTERNATIONAL JOURNAL, 2006, 11 (04) :294-308
[7]  
Choi T.Y., 1996, J OPER MANAG, V14, P333, DOI [10.1016/S0272-6963(96)00091-5, DOI 10.1016/S0272-6963(96)00091-5]
[8]   A decision support system for supplier selection based on a strategy-aligned fuzzy SMART approach [J].
Chou, Shuo-Yan ;
Chang, Yao-Hui .
EXPERT SYSTEMS WITH APPLICATIONS, 2008, 34 (04) :2241-2253
[9]   Evaluating the criteria for human resource for science and technology (HRST) based on an integrated fuzzy AHP and fuzzy DEMATEL approach [J].
Chou, Ying-Chyi ;
Sun, Chia-Chi ;
Yen, Hsin-Yi .
APPLIED SOFT COMPUTING, 2012, 12 (01) :64-71
[10]   Weapon selection using the AHP and TOPSIS methods under fuzzy environment [J].
Dagdeviren, Metin ;
Yavuz, Serkan ;
Kilinc, Nevzat .
EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (04) :8143-8151