A new fuzzy linear assignment method for multi-attribute decision making with an application to spare parts inventory classification

A new fuzzy linear assignment model for fuzzy MADM problems is developed.The model can also be used in group decision making environments.The model is applied to a real life problem namely spare parts inventory classification.Detailed explanations and numerical examples are provided to enable a better understanding of the model. In this paper, a novel fuzzy linear assignment method is developed for multi-attribute group decision making problems. Since uncertain nature of many decision problems, the proposed method incorporates various concepts from fuzzy set theory such as fuzzy arithmetic and aggregation, fuzzy ranking and fuzzy mathematical programming into a fuzzy concordance based group decision making process. Fuzziness in the group hierarchy and quantitative type criteria are also taken into account. In order to present the validity and practicality of the proposed method, it is applied to a real life multi-criteria spare part inventory classification problem. The case study has demonstrated that the proposed method is easy to apply and able to provide effective spare parts inventory classes under uncertain environments. In addition to the practical verification by the company experts, the proposed method is also compared with some of the commonly used fuzzy multi-attribute decision making methods from the literature. According to the comparison of the results, there is an association between classes of spare parts obtained by the proposed method and the benchmarked methods.

[1]  S. M. Sapuan,et al.  Material selection based on ordinal data , 2010 .

[2]  Ching-Lai Hwang,et al.  Fuzzy Multiple Attribute Decision Making - Methods and Applications , 1992, Lecture Notes in Economics and Mathematical Systems.

[3]  C. Hwang Multiple Objective Decision Making - Methods and Applications: A State-of-the-Art Survey , 1979 .

[4]  Adil Baykasoglu,et al.  A review and classification of fuzzy mathematical programs , 2008, J. Intell. Fuzzy Syst..

[5]  Ching-Lai Hwang,et al.  Methods for Multiple Attribute Decision Making , 1981 .

[6]  Chen-Tung Chen,et al.  A fuzzy approach for supplier evaluation and selection in supply chain management , 2006 .

[7]  Ting-Yu Chen,et al.  A linear assignment method for multiple-criteria decision analysis with interval type-2 fuzzy sets , 2013, Appl. Soft Comput..

[8]  M. Bashiri,et al.  A group decision making procedure for fuzzy interactive linear assignment programming , 2008 .

[9]  Cerry M. Klein,et al.  New algorithm for the ranking procedure in fuzzy decision-making , 1989, IEEE Trans. Syst. Man Cybern..

[10]  Ting-Yu Chen,et al.  The extended linear assignment method for multiple criteria decision analysis based on interval-valued intuitionistic fuzzy sets , 2014 .

[11]  Amelia Bilbao-Terol,et al.  Fuzzy compromise programming for portfolio selection , 2006, Appl. Math. Comput..

[12]  Wei Wang,et al.  Risk and confidence analysis for fuzzy multicriteria decision making , 2006, Knowl. Based Syst..

[13]  J. J. Bernardo,et al.  A Programming Model of Consumer Choice Among Multi-Attributed Brands , 1977 .

[14]  Hsuan-Shih Lee A new fuzzy ranking method based on fuzzy preference relation , 2000, Smc 2000 conference proceedings. 2000 ieee international conference on systems, man and cybernetics. 'cybernetics evolving to systems, humans, organizations, and their complex interactions' (cat. no.0.

[15]  A. Bacchetti,et al.  Spare parts classification and demand forecasting for stock control: Investigating the gap between research and practice , 2012 .

[16]  Jian-Bo Yang,et al.  Introduction to Multi-Criteria Decision Making and the Evidential Reasoning Approach , 2004 .

[17]  Ronald R. Yager On "A Programming Model of Consumer Choice among Multiattributed Brands" , 1979 .

[18]  Subhabrata Chakraborti,et al.  Nonparametric Statistical Inference , 2011, International Encyclopedia of Statistical Science.

[19]  Mohammad Ali Soukhakian,et al.  A hybrid fuzzy goal programming approach with different goal priorities to aggregate production planning , 2009, Comput. Ind. Eng..

[20]  Tien-Chin Wang,et al.  Optimizing partners’ choice in IS/IT outsourcing projects: The strategic decision of fuzzy VIKOR , 2009 .

[21]  Ching-Lai Hwang,et al.  Multiple Attribute Decision Making: Methods and Applications - A State-of-the-Art Survey , 1981, Lecture Notes in Economics and Mathematical Systems.

[22]  B. Agard,et al.  Please Scroll down for Article International Journal of Production Research Improved Fuzzy Ranking Procedure for Decision Making in Product Design Improved Fuzzy Ranking Procedure for Decision Making in Product Design , 2022 .

[23]  C. Spearman General intelligence Objectively Determined and Measured , 1904 .

[24]  Jie Lu,et al.  Formulation of fuzzy linear programming problems as four-objective constrained optimization problems , 2003, Appl. Math. Comput..

[25]  C. Kahraman Multi-Criteria Decision Making Methods and Fuzzy Sets , 2008 .

[26]  Marco Macchi,et al.  A decision-making framework for managing maintenance spare parts , 2008 .

[27]  Jacek Malczewski,et al.  GIS and Multicriteria Decision Analysis , 1999 .

[28]  Shih-Yaug Liu,et al.  A Fuzzy Multiple Attribute Decision Making Approach for Linear Assignment Problems , 2000 .

[29]  Cengiz Kahraman,et al.  Fuzzy Multi-Criteria Decision Making: Theory and Applications with Recent Developments , 2008 .

[30]  S. K. Goyal,et al.  A multi-criteria decision making approach for location planning for urban distribution centers under uncertainty , 2011, Math. Comput. Model..

[31]  Bijan Sarkar,et al.  Distance-based consensus method for ABC analysis , 2007 .

[32]  Mahdi Bashiri,et al.  Selecting optimum maintenance strategy by fuzzy interactive linear assignment method , 2011 .

[33]  A. Hatami-Marbini,et al.  An Extension of the Electre I Method for Group Decision-Making Under a Fuzzy Environment , 2011 .

[34]  E. Zavadskas,et al.  A new fuzzy additive ratio assessment method (ARAS‐F). Case study: The analysis of fuzzy multiple criteria in order to select the logistic centers location , 2010 .

[35]  Marcello Braglia,et al.  Multi‐attribute classification method for spare parts inventory management , 2004 .