A fuzzy decision tool to evaluate the sustainable performance of suppliers in an agrifood value chain

Abstract Sustainable supply chain management has received much attention from both academia and industry due to various issues such as economic stability, environment conservation, and social ethics. To improve the sustainable performance of a value chain, its members need to carefully select their suppliers in relation to their own strategy. Thus, an effective tool for sustainable supplier selection and evaluation is essential, which considers the triple bottom line (TBL) of economic, environmental and social aspects by means of criteria adapted to the situation analysed. This paper develops a fuzzy decision tool to evaluate the sustainable performance of suppliers according to TBL. Sustainability criteria are identified to take into account the real hotspots in a food value chain. The proposed model integrates triangular fuzzy numbers (TFN), AHP (Analytic Hierarchy Process) and TOPSIS (Technique for Order Preference by Similarity to Ideal Solution) in a novel way to consider quantitative and qualitative criteria as well as objective and subjective data. This is missing in most existing research when building their fuzzy models for supplier selection, but critical in dealing with the heterogeneous data available for TBL assessment. The application in a sustainable agrifood value chain illustrates the effectiveness of the proposed tool.

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

[2]  Seyed Hamid Reza Pasandideh,et al.  A preemptive fuzzy goal programming model for generalized supplier selection and order allocation with incremental discount , 2018, Comput. Ind. Eng..

[3]  Atakan Yücel,et al.  A weighted additive fuzzy programming approach for multi-criteria supplier selection , 2011, Expert Syst. Appl..

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

[5]  Diyar Akay,et al.  A multi-criteria intuitionistic fuzzy group decision making for supplier selection with TOPSIS method , 2009, Expert Syst. Appl..

[6]  Sun Wei,et al.  An innovative integration of fuzzy-logic and systems dynamics in sustainable supplier selection: A case on manufacturing industry , 2015, Comput. Ind. Eng..

[7]  Huiru Zhao,et al.  Selecting Green Supplier of Thermal Power Equipment by Using a Hybrid MCDM Method for Sustainability , 2014 .

[8]  Giannis T. Tsoulfas,et al.  A model for supply chains environmental performance analysis and decision making , 2008 .

[9]  Bohui Pang,et al.  An integrated fuzzy synthetic evaluation approach for supplier selection based on analytic network process , 2013, J. Intell. Manuf..

[10]  Ali H. Diabat,et al.  A fuzzy multi criteria approach for evaluating green supplier's performance in green supply chain with linguistic preferences , 2013 .

[11]  Jennifer Blackhurst,et al.  A four-phase AHP–QFD approach for supplier assessment: a sustainability perspective , 2012 .

[12]  G. Bruno,et al.  Greener supplier selection: state of the art and some empirical evidence , 2013 .

[13]  R. Calantone,et al.  Information system innovations and supply chain management: Channel relationships and firm performance , 2006 .

[14]  Stefan Seuring,et al.  From a literature review to a conceptual framework for sustainable supply chain management , 2008 .

[15]  Zulfiquar N. Ansari,et al.  A state-of-art literature review reflecting 15 years of focus on sustainable supply chain management , 2017 .

[16]  Okan Tuna,et al.  Global supplier selection strategies and implications for supplier performance: Turkish suppliers’ perception , 2009 .

[17]  K. Govindan,et al.  A fuzzy multi criteria approach for measuring sustainability performance of a supplier based on triple bottom line approach , 2013 .

[18]  David G. Luenberger,et al.  Linear and nonlinear programming , 1984 .

[19]  Gülçin Büyüközkan,et al.  RFID service provider selection: An integrated fuzzy MCDM approach , 2017 .

[20]  Gilles Trystram,et al.  Codesign of sustainable performance objectives in a food value chain , 2017 .

[21]  A. Noorul Haq,et al.  Fuzzy analytical hierarchy process for evaluating and selecting a vendor in a supply chain model , 2006 .

[22]  Kuan Yew Wong,et al.  A decision support model for sustainable supplier selection in sustainable supply chain management , 2017, Comput. Ind. Eng..

[23]  Francisco Herrera,et al.  Group Decision-Making Model With Incomplete Fuzzy Preference Relations Based on Additive Consistency , 2007, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[24]  Reza Farzipoor Saen,et al.  A new fuzzy DEA model for evaluation of efficiency and effectiveness of suppliers in sustainable supply chain management context , 2015, Comput. Oper. Res..

[25]  L. V. D. Wegen,et al.  Outranking methods in support of supplier selection , 1998 .

[26]  R. K. Pati,et al.  Evolution of sustainability in supply chain management: A literature review , 2017 .

[27]  M. Ehrgott,et al.  Social Sustainability in Selecting Emerging Economy Suppliers , 2011 .

[28]  O. Bayazit.  Use of analytic network process in vendor selection decisions , 2006 .

[29]  Angappa Gunasekaran,et al.  Sustainable supply chain management: framework and further research directions , 2017 .

[30]  D. I. Cho,et al.  An integrated approach for supplier selection and purchasing decisions , 2008 .

[31]  Ching-Hsue Cheng,et al.  Fuzzy hierarchical TOPSIS for supplier selection , 2009, Appl. Soft Comput..

[32]  Lyès Benyoucef,et al.  Simulation based fuzzy TOPSIS approach for group multi-criteria supplier selection problem , 2012, Eng. Appl. Artif. Intell..

[33]  Drakoulis Martakos,et al.  Supplier selection in electronic marketplaces using satisficing and fuzzy AHP , 2010, Expert Syst. Appl..

[34]  Anjali Awasthi,et al.  A fuzzy multicriteria approach for evaluating environmental performance of suppliers , 2010 .

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

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

[37]  John Elkington,et al.  Partnerships from cannibals with forks: The triple bottom line of 21st‐century business , 1998 .

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

[39]  Hamed Rafiei,et al.  Designing a decision support system to evaluate and select suppliers using fuzzy analytic network process , 2009, Comput. Ind. Eng..

[40]  J. Buckley,et al.  Fuzzy hierarchical analysis , 1999, FUZZ-IEEE'99. 1999 IEEE International Fuzzy Systems. Conference Proceedings (Cat. No.99CH36315).

[41]  Gülçin Büyüközkan,et al.  An integrated fuzzy multi-criteria group decision-making approach for green supplier evaluation , 2012 .

[42]  E. Ertugrul Karsak,et al.  Taxonomy and review of non-deterministic analytical methods for supplier selection , 2016, Int. J. Comput. Integr. Manuf..

[43]  Xiaowei Xu,et al.  Multi-criteria decision making approaches for supplier evaluation and selection: A literature review , 2010, Eur. J. Oper. Res..

[44]  Steven A. Melnyk,et al.  Applying environmental criteria to supplier assessment: A study in the application of the Analytical Hierarchy Process , 2002, Eur. J. Oper. Res..

[45]  Hing Kai Chan,et al.  An AHP model for selection of suppliers in the fast changing fashion market , 2010 .

[46]  T. Ertay,et al.  An integrated multi-criteria group decision-making approach to efficient supplier selection and clustering using fuzzy preference relations , 2011, Int. J. Comput. Integr. Manuf..

[47]  Manoj Kumar,et al.  A fuzzy goal programming approach for vendor selection problem in a supply chain , 2004, Comput. Ind. Eng..

[48]  G. Facchinetti,et al.  Note on ranking fuzzy triangular numbers , 1998 .

[49]  Hayri Baraçli,et al.  A framework for defining both qualitative and quantitative supplier selection criteria considering the buyer–supplier integration strategies , 2008 .

[50]  Tao Yang,et al.  Risk adjusted multicriteria supplier selection models with applications , 2010 .

[51]  Chandra Prakash Garg,et al.  An integrated framework for sustainable supplier selection and evaluation in supply chains , 2017 .

[52]  Aidy Ali,et al.  A REVIEW OF SUPPLIER SELECTION METHODS IN MANUFACTURING INDUSTRIES , 2008 .

[53]  Cornelius Glackin,et al.  Employing dynamic fuzzy membership functions to assess environmental performance in the supplier selection process , 2006 .

[54]  Reza Farzipoor Saen,et al.  Evaluating and ranking sustainable suppliers by robust dynamic data envelopment analysis , 2016 .

[55]  S. Talluri,et al.  A Model for Strategic Supplier Selection , 2002 .

[56]  S. H. Ghodsypour,et al.  Fuzzy multiobjective linear model for supplier selection in a supply chain , 2006 .

[57]  Cathal Heavey,et al.  Sustainable supplier performance scoring using audition check-list based fuzzy inference system: A case application in automotive spare part industry , 2017, Comput. Ind. Eng..

[58]  David W. Pickton,et al.  What's swot in strategic analysis? , 1998 .

[59]  Frank Schultmann,et al.  Sustainable supplier management – a review of models supporting sustainable supplier selection, monitoring and development , 2016 .

[60]  G. Trystram,et al.  SUSTAINABILITY FOR THE ACTORS OF A FOOD VALUE CHAIN: HOW TO COOPERATE? , 2017 .

[61]  Gülçin Büyüközkan,et al.  A novel fuzzy multi-criteria decision framework for sustainable supplier selection with incomplete information , 2011, Comput. Ind..

[62]  S. Vinodh,et al.  Application of fuzzy analytic network process for supplier selection in a manufacturing organisation , 2011, Expert Syst. Appl..

[63]  Sameer Kumar,et al.  A comprehensive environment friendly approach for supplier selection , 2014 .

[64]  Manoj Kumar Tiwari,et al.  Global supplier selection: a fuzzy-AHP approach , 2008 .

[65]  Morteza Yazdani,et al.  An integrated MCDM approach to green supplier selection , 2014 .

[66]  Reza Farzipoor Saen,et al.  New network data envelopment analysis approaches: an application in measuring sustainable operation of combined cycle power plants , 2015 .

[67]  T. Saaty.  Relative measurement and its generalization in decision making why pairwise comparisons are central in mathematics for the measurement of intangible factors the analytic hierarchy/network process , 2008 .

[68]  Francisco Rodrigues Lima Junior,et al.  Quantitative models for supply chain performance evaluation: A literature review , 2017, Comput. Ind. Eng..

[69]  Yuh-Jen Chen,et al.  Structured methodology for supplier selection and evaluation in a supply chain , 2011, Inf. Sci..

[70]  Gülçin Büyüközkan,et al.  A new integrated intuitionistic fuzzy group decision making approach for product development partner selection , 2016, Comput. Ind. Eng..

[71]  Mustafa Batuhan Ayhan,et al.  A two stage approach for supplier selection problem in multi-item/multi-supplier environment with quantity discounts , 2015, Comput. Ind. Eng..

[72]  T. Saaty,et al.  Procedures for Synthesizing Ratio Judgements , 1983 .

[73]  James Nga-Kwok Liu,et al.  Application of decision-making techniques in supplier selection: A systematic review of literature , 2013, Expert Syst. Appl..

[74]  H. Amin-Tahmasbi,et al.  A fuzzy multi-criteria decision model for integrated suppliers selection and optimal order allocation in the green supply chain , 2018 .

[75]  Charbel José Chiappetta Jabbour,et al.  Selecting green suppliers based on GSCM practices: Using fuzzy TOPSIS applied to a Brazilian electronics company , 2014, Eur. J. Oper. Res..

[76]  Ali H. Diabat,et al.  Integrated fuzzy multi criteria decision making method and multi-objective programming approach for supplier selection and order allocation in a green supply chain , 2013 .

[77]  Ming-Lang Tseng,et al.  Using hybrid method to evaluate the green performance in uncertainty , 2011, Environmental monitoring and assessment.

[78]  S. H. Ghodsypour,et al.  A weighted additive fuzzy multiobjective model for the supplier selection problem under price breaks in a supply Chain , 2009 .

[79]  Gülçin Büyüközkan,et al.  A Fuzzy MCDM Approach to Evaluate Green Suppliers , 2011, Int. J. Comput. Intell. Syst..

[80]  Sadeque Hamdan,et al.  Dynamic green supplier selection and order allocation with quantity discounts and varying supplier availability , 2017, Comput. Ind. Eng..

[81]  Seyed Hassan Ghodsypour,et al.  A decision support system for supplier selection using an integrated analytic hierarchy process and linear programming , 1998 .

[82]  Thomas L. Saaty,et al.  Decision making with dependence and feedback : the analytic network process : the organization and prioritization of complexity , 1996 .

[83]  Narges Banaeian,et al.  Green supplier selection using fuzzy group decision making methods: A case study from the agri-food industry , 2018, Comput. Oper. Res..

[84]  Siegfried Gottwald,et al.  Fuzzy Sets and Fuzzy Logic , 1993 .

[85]  Gary W. Dickson,et al.  AN ANALYSIS OF VENDOR SELECTION SYSTEMS AND DECISIONS , 1966 .

[86]  Armin Cheraghalipour,et al.  A bi-objective sustainable supplier selection and order allocation considering quantity discounts under disruption risks: A case study in plastic industry , 2018, Comput. Ind. Eng..

[87]  Gwo-Hshiung Tzeng,et al.  A hybrid MCDM approach for improving the performance of green suppliers in the TFT-LCD industry , 2015 .

[88]  Francisco Herrera,et al.  A Consensus Model for Group Decision Making With Incomplete Fuzzy Preference Relations , 2007, IEEE Transactions on Fuzzy Systems.

[89]  Hongwei Ding,et al.  A simulation optimization methodology for supplier selection problem , 2005, Int. J. Comput. Integr. Manuf..

[90]  Morteza Mahmoudzadeh,et al.  A new method for consistency test in fuzzy AHP , 2013, J. Intell. Fuzzy Syst..

[91]  K. Tan,et al.  Supplier selection construct : instrument development and validation , 2006 .

[92]  Hong Tau Lee,et al.  An analytic hierarchy process approach with linguistic variables for selection of an R&D strategic alliance partner , 2010, Comput. Ind. Eng..

[93]  Lisa M. Ellram,et al.  Supplier Selection and Evaluation in Small versus Large Electronics Firms , 1995 .

[94]  Mehmet Sevkli,et al.  An application of the fuzzy ELECTRE method for supplier selection , 2010 .

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

[96]  Frank Teuteberg,et al.  Integrating the concept of sustainability into the partner selection process: a fuzzy-AHP-TOPSIS approach , 2012 .

[97]  Nihal Erginel,et al.  Fuzzy multi-objective decision model for calibration supplier selection problem , 2016, Comput. Ind. Eng..

[98]  Arpan Kumar Kar,et al.  Revisiting the supplier selection problem: An integrated approach for group decision support , 2014, Expert Syst. Appl..

[99]  Wan Lung Ng,et al.  An efficient and simple model for multiple criteria supplier selection problem , 2008, Eur. J. Oper. Res..

[100]  Andrew C. Trapp,et al.  Identifying Robust portfolios of suppliers: a sustainability selection and development perspective , 2016 .

[101]  Ronald R. Yager,et al.  A procedure for ordering fuzzy subsets of the unit interval , 1981, Inf. Sci..

[102]  Yin-Feng Xu,et al.  Consensus models for AHP group decision making under row geometric mean prioritization method , 2010, Decis. Support Syst..

[103]  Walid Cheffi,et al.  Green supply chain performance measurement using the analytic hierarchy process: a comparative analysis of manufacturing organisations , 2013 .

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

[105]  Joseph Sarkis,et al.  Integrating sustainability into supplier selection with grey system and rough set methodologies , 2010 .

[106]  Dimitar P. Filev,et al.  Fuzzy SETS AND FUZZY LOGIC , 1996 .