A weight-consistent model for fuzzy supplier selection and order allocation problem

Decision support for Supplier Selection and Order Allocation (SSOA) is an important application area of multiple criteria decision making (MCDM) problems. In Amid et al. (Int J Prod Econ 131(1):139–145, 2011) proposed and developed a weighted maximin model to ensure the weight-consistent solution for SSOA in an MCDM problem under an uncertain environment. Essentially, this model is based on a weight-consistent constraint and a maximin aggregation operator. This paper reanalyzes the weighted maximin model in terms of the weight-consistent constraint, and then proposes a general weight-consistent model for SSOA in MCDM problems under uncertainty. In this paper, two existing models are reviewed and compared with the proposed model. Three datasets with different ranges of fuzzy demand and full factorial patterns of criteria weights are used to test the performances of the related models. The results showed that the proposed model always generates a weight-consistent Pareto-optimal solution in all cases, while the other existing models do not.

[1]  Akira Shimazu,et al.  Combining classifiers for word sense disambiguation based on Dempster-Shafer theory and OWA operators , 2007, Data Knowl. Eng..

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

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

[4]  Van-Nam Huynh,et al.  Suitable Aggregation Operator for a Realistic Supplier Selection Model Based on Risk Preference of Decision Maker , 2016, MDAI.

[5]  R. Akella,et al.  Diversification under supply uncertainty , 1993 .

[6]  David Canca,et al.  On modelling non-linear quantity discounts in a supplier selection problem by mixed linear integer optimization , 2017, Ann. Oper. Res..

[7]  E. Ertugrul Karsak,et al.  An integrated fuzzy MCDM approach for supplier evaluation and selection , 2015, Comput. Ind. Eng..

[8]  Weihua Liu,et al.  Order allocation of logistics service supply chain with fairness concern and demand updating: model analysis and empirical examination , 2018, Ann. Oper. Res..

[9]  A. Keramati,et al.  Supplier selection and order allocation problem using a two-phase fuzzy multi-objective linear programming , 2013 .

[10]  Mamata Jenamani,et al.  Sourcing decision under disruption risk with supply and demand uncertainty: A newsvendor approach , 2016, Ann. Oper. Res..

[11]  Chang-Chun Lin,et al.  A weighted max-min model for fuzzy goal programming , 2004, Fuzzy Sets Syst..

[12]  Juliang Zhang,et al.  Supplier selection and purchase problem with fixed cost and constrained order quantities under stochastic demand , 2011 .

[13]  S. H. Ghodsypour,et al.  A weighted max–min model for fuzzy multi-objective supplier selection in a supply chain , 2011 .

[14]  Van-Nam Huynh,et al.  Suitable Aggregation Models Based on Risk Preferences for Supplier Selection and Order Allocation Problem , 2018, J. Adv. Comput. Intell. Intell. Informatics.

[15]  Raimo P. Hämäläinen,et al.  On the convergence of multiattribute weighting methods , 2001, Eur. J. Oper. Res..

[16]  Hans-Jürgen Zimmermann,et al.  Applications of fuzzy set theory to mathematical programming , 1985, Inf. Sci..

[17]  R. Ramanathan,et al.  Group preference aggregation methods employed in AHP: An evaluation and an intrinsic process for deriving members' weightages , 1994 .

[18]  Kuei-Hu Chang,et al.  A novel supplier selection method that integrates the intuitionistic fuzzy weighted averaging method and a soft set with imprecise data , 2019, Ann. Oper. Res..

[19]  Kamran S. Moghaddam Fuzzy multi-objective model for supplier selection and order allocation in reverse logistics systems under supply and demand uncertainty , 2015, Expert Syst. Appl..

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

[21]  Fariborz Jolai,et al.  An integrated weighted fuzzy multi-objective model for supplier selection and order scheduling in a supply chain , 2018, Int. J. Prod. Res..

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

[23]  Tai-Yue Wang,et al.  A fuzzy model for supplier selection in quantity discount environments , 2009, Expert Syst. Appl..

[24]  Jie Ren,et al.  Optimization with fuzzy linear programming and fuzzy knowledge base , 1994, Proceedings of 1994 IEEE 3rd International Fuzzy Systems Conference.

[25]  Feyzan Arikan,et al.  A fuzzy solution approach for multi objective supplier selection , 2013, Expert Syst. Appl..

[26]  H. Zimmermann Fuzzy programming and linear programming with several objective functions , 1978 .

[27]  Brian Henson,et al.  A multiple stakeholders' approach to strategic selection decisions , 2008, Comput. Ind. Eng..