Fusing Multi-Attribute Decision Models for Decision Making to Achieve Optimal Product Design

被引:5
作者
Olabanji, Olayinka Mohammed [1 ]
Mpofu, Khumbulani [1 ]
机构
[1] Tshwane Univ Technol Pretoria West, Pretoria, South Africa
关键词
Hybridized Multi-Attribute Decision-making; Fuzzy AHP; Fuzzified Pugh Matrix; Fuzzy VIKOR; Optimal conceptual design; ANALYTICAL HIERARCHY PROCESS; FUZZY VIKOR METHOD; CONCEPTUAL DESIGN; ENGINEERING DESIGN; SELECTION; AHP; TOPSIS;
D O I
10.2478/fcds-2020-0016
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Manufacturers need to select the best design from alternative design concepts in order to meet up with the demand of customers and have a larger share of the competitive market that is flooded with multifarious designs. Evaluation of conceptual design alternatives can be modelled as a Multi-Criteria Decision Making (MCDM) process because it includes conflicting design features with different sub features. Hybridization of Multi Attribute Decision Making (MADM) models has been applied in various field of management, science and engineering in order to have a robust decision-making process but the extension of these hybridized MADM models to decision making in engineering design still requires attention. In this article, an integrated MADM model comprising of Fuzzy Analytic Hierarchy Process (FAHP), Fuzzy Pugh Matrix and Fuzzy VIKOR was developed and applied to evaluate conceptual designs of liquid spraying machine. The fuzzy AHP was used to determine weights of the design features and sub features by virtue of its fuzzified comparison matrix and synthetic extent evaluation. The fuzzy Pugh matrix provides a methodical structure for determining performance using all the design alternatives as basis and obtaining aggregates for the designs using the weights of the sub features. The fuzzy VIKOR generates the decision matrix from the aggregates of the fuzzified Pugh matrices and determine the best design concept from the defuzzified performance index. At the end, the optimal design concept is determined for the liquid spraying machine.
引用
收藏
页码:305 / 337
页数:33
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  • [11] Green G., 2004, ACTA POLYTECHNICA, V44
  • [12] Concurrent Decisions on Design Concept and Material Using Analytical Hierarchy Process at the Conceptual Design Stage
    Hambali, A.
    Sapuan, S. M.
    Rahim, A. S.
    Ismail, N.
    Nukman, Y.
    [J]. CONCURRENT ENGINEERING-RESEARCH AND APPLICATIONS, 2011, 19 (02): : 111 - 121
  • [13] Hambali A, 2009, SCI RES ESSAYS, V4, P198
  • [14] Multi-criteria decision making approaches for supplier evaluation and selection: A literature review
    Ho, William
    Xu, Xiaowei
    Dey, Prasanta K.
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2010, 202 (01) : 16 - 24
  • [15] Toward a taxonomy of concept designs for improved robustness
    Jugulum, Rajesh
    Frey, Daniel D.
    [J]. JOURNAL OF ENGINEERING DESIGN, 2007, 18 (02) : 139 - 156
  • [16] Fuzzy VIKOR approach for assessing the vulnerability of the water supply to climate change and variability in South Korea
    Kim, Yeonjoo
    Chung, Eun-Sung
    [J]. APPLIED MATHEMATICAL MODELLING, 2013, 37 (22) : 9419 - 9430
  • [17] An integrated method using MACBETH and EDAS methods for evaluating steam boiler alternatives
    Kundakci, Nilsen
    [J]. JOURNAL OF MULTI-CRITERIA DECISION ANALYSIS, 2019, 26 (1-2) : 27 - 34
  • [18] Multiple criteria decision-making techniques and their applications - a review of the literature from 2000 to 2014
    Mardani, Abbas
    Jusoh, Ahmad
    Nor, Khalil M. D.
    Khalifah, Zainab
    Zakwan, Norhayati
    Valipour, Alireza
    [J]. ECONOMIC RESEARCH-EKONOMSKA ISTRAZIVANJA, 2015, 28 (01): : 516 - 571
  • [19] Pareto frontier based concept selection under uncertainty, with visualization
    Mattson, Christopher A.
    Messac, Achille
    [J]. OPTIMIZATION AND ENGINEERING, 2005, 6 (01) : 85 - 115
  • [20] Muller G., 2009, WHITE PAPER SESG M S