An innovative integration of fuzzy-logic and systems dynamics in sustainable supplier selection: A case on manufacturing industry

被引:113
|
作者
Orji, Ifeyinwa Juliet [1 ]
Wei, Sun [1 ]
机构
[1] Dalian Univ Technol, Sch Mech Engn, Dalian 116024, Peoples R China
关键词
Fuzzy logic; Supplier selection; Sustainability; Systems dynamics; MULTI CRITERIA APPROACH; CHAIN; PERFORMANCE; MODEL; TOPSIS; ALGORITHM;
D O I
10.1016/j.cie.2015.06.019
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Globally, supply chains compete in a complex and rapidly changing environment. Hence, sustainable supplier selection has become a decisive variable in the firm's financial success. This requires reliable tools and techniques to select the best sustainable supplier and enhance understanding about how supplier behavior evolves with time. System dynamics (SD) is an approach to investigate the dynamic behavior in which the system status alterations correspond to the system variable changes. Fuzzy logic usually solves the challenges of imprecise data and ambiguous human judgment. Thus, this work presents a novel modeling approach of integrating information on supplier behavior in fuzzy environment with system dynamics simulation modeling technique which results in a more reliable and responsible decision support system. Supplier behavior with respect to relevant sustainability criteria in the past, current and future time horizons were sourced through expert interviews and simulated in Vensim to select the best possible sustainable supplier. Simulation results show that an increase in the rate of investment in sustainability by the different suppliers causes an exponential increase in total sustainability performance of the suppliers. Also, the growth rate of the total performance of suppliers outruns their rate of investment in sustainability after about 12 months. A dynamic multi-criteria decision making model was presented to compare results from the systems dynamics model. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1 / 12
页数:12
相关论文
共 50 条
  • [1] SYSTEMS DYNAMICS WITH FUZZY-LOGIC
    LEVARY, RR
    [J]. INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 1990, 21 (08) : 1701 - 1707
  • [2] Evolutionary design of fuzzy-logic controllers for manufacturing systems
    Porter, B
    Zadeh, NN
    Chisholm, AWJ
    [J]. CIRP ANNALS 1997 MANUFACTURING TECHNOLOGY, VOLUME 46/1/1997: ANNALS OF THE INTERNATIONAL INSTITUTION FOR PRODUCTION ENGINEERING RESEARCH, 1997, 46 : 425 - 428
  • [3] Evolutionary design of fuzzy-logic controllers for manufacturing systems
    Univ of Hong Kong, Hong Kong, Hong Kong
    [J]. CIRP Ann Manuf Technol, 1 (425-427):
  • [4] Sustainable Supplier Selection in Medical Device Industry: Toward Sustainable Manufacturing
    Ghadimi, Pezhman
    Heavey, Cathal
    [J]. 21ST CIRP CONFERENCE ON LIFE CYCLE ENGINEERING, 2014, 15 : 165 - 170
  • [5] Supplier selection using Fuzzy DEA credibility constrained and relative closeness index: A case of Indonesian manufacturing industry
    Masudin, Ilyas
    Mawarni, Candra Adelia
    Wardana, Rahmad Wisnu
    Restuputri, Dian Palupi
    [J]. COGENT BUSINESS & MANAGEMENT, 2023, 10 (02):
  • [6] Sustainable Supplier Selection in Construction Industry through Hybrid Fuzzy-Based Approaches
    Hoseini, Seyed Amirali
    Fallahpour, Alireza
    Wong, Kuan Yew
    Mahdiyar, Amir
    Saberi, Morteza
    Durdyev, Serdar
    [J]. SUSTAINABILITY, 2021, 13 (03) : 1 - 19
  • [7] Supplier Selection for the Adoption of Green Innovation in Sustainable Supply Chain Management Practices: A Case of the Chinese Textile Manufacturing Industry
    Yang, Yun
    Wang, Ying
    [J]. PROCESSES, 2020, 8 (06) : 1 - 24
  • [8] A sustainable supplier selection method using integrated Fuzzy DEMATEL–ANP–DEA approach (case study: Petroleum Industry)
    Seyed Amir Nasri
    Behdad Ehsani
    Seyed Javad Hosseininezhad
    Nasser Safaie
    [J]. Environment, Development and Sustainability, 2023, 25 : 12791 - 12827
  • [9] Sustainable circular supplier selection and evaluation in the manufacturing sector using Pythagorean fuzzy EDAS approach
    Liu, Chang
    Rani, Pratibha
    Pachori, Khushboo
    [J]. JOURNAL OF ENTERPRISE INFORMATION MANAGEMENT, 2022, 35 (4/5) : 1040 - 1066
  • [10] Applying Fuzzy Utilities Additives STAR for Sustainable Supplier Selection in Iran's Construction Industry
    Hakimi, M.
    Daneshvar, A.
    Ehsanifar, M.
    Nouri, I.
    [J]. INTERNATIONAL JOURNAL OF ENGINEERING, 2024, 37 (10): : 2008 - 2020