Simulation based fuzzy TOPSIS approach for group multi-criteria supplier selection problem

Supplier selection is nowadays one of the critical topics in supply chain management. This paper presents a new decision making approach for group multi-criteria supplier selection problem, which clubs supplier selection process with order allocation for dynamic supply chains to cope market variations. More specifically, the developed approach imitates the knowledge acquisition and manipulation in a manner similar to the decision makers who have gathered considerable knowledge and expertise in procurement domain. Nevertheless, under many conditions, exact data are inadequate to model real-life situation and fuzzy logic can be incorporated to handle the vagueness of the decision makers. As per this concept, fuzzy-AHP method is used first for supplier selection through four classes (CLASS I: Performance strategy, CLASS II: Quality of service, CLASS III: Innovation and CLASS IV: Risk), which are qualitatively meaningful. Thereafter, using simulation based fuzzy TOPSIS technique, the criteria application is quantitatively evaluated for order allocation among the selected suppliers. As a result, the approach generates decision-making knowledge, and thereafter, the developed combination of rules order allocation can easily be interpreted, adopted and at the same time if necessary, modified by decision makers. To demonstrate the applicability of the proposed approach, an illustrative example is presented and the results analyzed.

[1]  Badri Munir Sukoco,et al.  An integrated multi-objective decision-making process for supplier selection with bundling problem , 2009, Expert Syst. Appl..

[2]  Ezgi Aktar Demirtaş,et al.  An integrated multiobjective decision making process for supplier selection and order allocation , 2008 .

[3]  T. Saaty,et al.  The Analytic Hierarchy Process , 1985 .

[4]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[5]  Jafar Razmi,et al.  Supplier selection and order allocation based on fuzzy SWOT analysis and fuzzy linear programming , 2011, Expert Syst. Appl..

[6]  S. H. Ghodsypour,et al.  The total cost of logistics in supplier selection, under conditions of multiple sourcing, multiple criteria and capacity constraint , 2001 .

[7]  Liu Wenping,et al.  Supplier selection and order splittingin multiple-sourcing inventory systems , 2008 .

[8]  Seyed Hassan Ghodsypour,et al.  Vendor selection and order allocation using an integrated fuzzy case-based reasoning and mathematical programming model , 2009 .

[9]  R. Lin,et al.  An integrated FANP–MOLP for supplier evaluation and order allocation , 2009 .

[10]  Najla Aissaoui,et al.  Supplier selection and order lot sizing modeling: A review , 2007, Comput. Oper. Res..

[11]  S. G. Deshmukh,et al.  Supplier selection using fuzzy association rules mining approach , 2007 .

[12]  Duc Truong Pham,et al.  Engineering Science Engineers, Part C: Journal of Mechanical , 2011 .

[13]  F. Chan,et al.  Global supplier development considering risk factors using fuzzy extended AHP-based approach , 2007 .

[14]  Amy Hsin-I Lee,et al.  A fuzzy supplier selection model with the consideration of benefits, opportunities, costs and risks , 2009, Expert Syst. Appl..

[15]  Edward A. Wasil,et al.  AHP in Practice: Applications and Observations from a Management Consulting Perspective , 1989 .

[16]  Edward C. Rosenthal,et al.  Vendor Selection with Bundling , 1995 .

[17]  N. Anantharaman,et al.  A MULTI-CRITERIA GROUP DECISIONMAKING MODEL FOR SUPPLIER RATING , 2002 .

[18]  Selin Soner Kara,et al.  Long term supplier selection using a combined fuzzy MCDM approach: A case study for a telecommunication company , 2009, Expert Syst. Appl..

[19]  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.

[20]  Gülçin Büyüközkan,et al.  A fuzzy-logic-based decision-making approach for new product development , 2004 .

[21]  J. Ross Quinlan,et al.  Learning Efficient Classification Procedures and Their Application to Chess End Games , 1983 .

[22]  Felix T.S. Chan,et al.  Interactive selection model for supplier selection process: an analytical hierarchy process approach , 2003 .

[23]  Patrick T. Harker,et al.  The Analytic hierarchy process : applications and studies , 1989 .

[24]  James L. Zydiak,et al.  Vendor selection with price breaks , 1993 .

[25]  Ernest H. Forman,et al.  Group decision support with the Analytic Hierarchy Process , 1992, Decis. Support Syst..

[26]  Ali Mohaghar,et al.  An integrated group decision-making process for supplier selection and order allocation using multi-attribute utility theory and linear programming , 2008, J. Frankl. Inst..

[27]  Xuesong Guo,et al.  Supplier selection based on hierarchical potential support vector machine , 2009, Expert Syst. Appl..

[28]  Peter Clark,et al.  Rule Induction with CN2: Some Recent Improvements , 1991, EWSL.

[29]  John R. Anderson,et al.  MACHINE LEARNING An Artificial Intelligence Approach , 2009 .

[30]  M. J. Rosenblatt,et al.  Note. An acquisition policy for a single item multi-supplier system , 1998 .

[31]  Madan M. Gupta,et al.  Fuzzy mathematical models in engineering and management science , 1988 .

[32]  D. Chang Applications of the extent analysis method on fuzzy AHP , 1996 .

[33]  Wade M. Jackson,et al.  A GOAL PROGRAMMING MODEL FOR PURCHASE PLANNING , 1983 .

[34]  Richard Bellman,et al.  Decision-making in fuzzy environment , 2012 .

[35]  Kenneth N. Thompson,et al.  Vendor Profile Analysis , 1990 .

[36]  Andrew C. Pan Allocation of Order Quantity among Suppliers , 1989 .

[37]  J. Rezaei,et al.  Multi-objective models for lot-sizing with supplier selection , 2011 .

[38]  Janny Leung,et al.  Inventory lot-sizing with supplier selection , 2005, Comput. Oper. Res..

[39]  R. W. Saaty,et al.  The analytic hierarchy process—what it is and how it is used , 1987 .

[40]  Yves Kodratoff,et al.  Machine Learning — EWSL-91 , 1991, Lecture Notes in Computer Science.

[41]  Hongwei Ding,et al.  Simulation-based evolutionary multi-objective optimisation approach for integrated decision-making in supplier selection , 2008, Int. J. Comput. Appl. Technol..

[42]  Zhongsheng Hua,et al.  On the extent analysis method for fuzzy AHP and its applications , 2008, Eur. J. Oper. Res..

[43]  Madan M. Gupta,et al.  Introduction to Fuzzy Arithmetic , 1991 .

[44]  Duc Truong Pham,et al.  Rules-6: A Simple Rule Induction Algorithm for Handling Large Data Sets , 2005 .

[45]  M. Breton,et al.  Supplier selection-order allocation: A two stage multiple criteria dynamic programming approach , 2011 .

[46]  S. Deshmukh,et al.  Strategic supplier selection: some emerging issues and challenges , 2009 .

[47]  Guicong Wang,et al.  Supplier selection and order splitting in multiple-sourcing inventory systems , 2008 .

[48]  Paul E. Utgoff,et al.  ID5: An Incremental ID3 , 1987, ML.

[49]  Atakan Yücel,et al.  An integrated fuzzy-lp approach for a supplier selection problem in supply chain management , 2009, Expert Syst. Appl..