Green Supplier Evaluation and Selection Using Interval 2-Tuple Linguistic Hybrid Aggregation Operators

Abstract. In this paper, we investigate green supplier evaluation and selection problems within the interval 2-tuple linguistic environment. Based on the operational laws and comparison rule of interval 2-tuple linguistic variables, we develop some new aggregation operators, such as the interval 2-tuple hybrid averaging (ITHA) operator, the interval 2-tuple ordered weighted averaging-weighted averaging (ITOWAWA) operator and the interval 2-tuple hybrid geometric (ITHG) operator. Then, an approach for green supplier evaluation and selection under the context of interval 2-tuple linguistic variables is proposed based on the developed interval 2-tuple linguistic hybrid aggregation operators. Finally, a practical application to the green supplier selection problem of an automobile manufacturer is presented to reveal the potentiality and aptness of the proposed green supplier selection approach. According to the findings, the supplier number ‘five’ got the highest rank, out of the five alternative green suppliers. The approach proposed in this paper may help managers and business professionals to evaluate and select the optimal green supplier by considering the importance degrees of both the given arguments and their ordered positions. Furthermore, it is able to take different scenarios into account and provide a more complete picture to the decision maker by using different hybrid aggregation operators.

[1]  Edmundas Kazimieras Zavadskas,et al.  Multi-criteria evaluation of green suppliers using an extended WASPAS method with interval type-2 fuzzy sets , 2016 .

[2]  Witold Pedrycz,et al.  An extended TODIM multi-criteria group decision making method for green supplier selection in interval type-2 fuzzy environment , 2017, Eur. J. Oper. Res..

[3]  Jurgita Antucheviciene,et al.  Supplier evaluation and selection in fuzzy environments: a review of MADM approaches , 2017 .

[4]  Lauro Osiro,et al.  A model based on 2-tuple fuzzy linguistic representation and Analytic Hierarchy Process for supplier segmentation using qualitative and quantitative criteria , 2017, Expert Syst. Appl..

[5]  Kannan Govindan,et al.  Multi criteria decision making approaches for green supplier evaluation and selection: a literature review , 2015 .

[6]  Hu-Chen Liu,et al.  Green Supplier Evaluation and Selection Using Cloud Model Theory and the QUALIFLEX Method , 2017 .

[7]  Huchang Liao,et al.  A Multigranularity Linguistic Group Decision‐Making Method Based on Hesitant 2‐Tuple Sets , 2016, Int. J. Intell. Syst..

[8]  Lotfi A. Zadeh,et al.  The Concepts of a Linguistic Variable and its Application to Approximate Reasoning , 1975 .

[9]  Gwo-Hshiung Tzeng,et al.  New hybrid COPRAS-G MADM Model for improving and selecting suppliers in green supply chain management , 2016 .

[10]  Jindong Qin,et al.  2-tuple linguistic Muirhead mean operators for multiple attribute group decision making and its application to supplier selection , 2016, Kybernetes.

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

[12]  Fanyong Meng,et al.  Some Generalized Interval-Valued 2-Tuple Linguistic Correlated Aggregation Operators and Their Application in Decision Making , 2016, Informatica.

[13]  Francisco Herrera,et al.  A 2-tuple fuzzy linguistic representation model for computing with words , 2000, IEEE Trans. Fuzzy Syst..

[14]  Zeshui Xu,et al.  Alternative queuing method for multiple criteria decision making with hybrid fuzzy and ranking information , 2016, Inf. Sci..

[15]  Hu-Chen Liu,et al.  An Extended VIKOR Method Using Intuitionistic Fuzzy Sets and Combination Weights for Supplier Selection , 2017, Symmetry.

[16]  Zhiping Chen,et al.  New group decision making method in intuitionistic fuzzy setting based on TOPSIS , 2015 .

[17]  Hu-Chen Liu,et al.  Some Interval 2-Tuple Linguistic Harmonic Mean Operators and Their Application in Material Selection , 2016 .

[18]  José M. Merigó,et al.  A unified model between the weighted average and the induced OWA operator , 2011, Expert Syst. Appl..

[19]  E. Ertugrul Karsak,et al.  An Integrated Approach Based on 2-Tuple Fuzzy Representation and QFD for Supplier Selection , 2014 .

[20]  Morteza Yazdani,et al.  Nonlinear genetic-based model for supplier selection: a comparative study , 2016 .

[21]  Prasenjit Chatterjee,et al.  Integrated QFD-MCDM framework for green supplier selection , 2017 .

[22]  Ren Zhang,et al.  Novel intuitionistic fuzzy decision making models in the framework of decision field theory , 2017, Inf. Fusion.

[23]  Hu Xu,et al.  Supplier selection in nuclear power industry with extended VIKOR method under linguistic information , 2016, Appl. Soft Comput..

[24]  Wei-Shen Tai,et al.  A new evaluation model for intellectual capital based on computing with linguistic variable , 2009, Expert Syst. Appl..

[25]  Zeshui Xu,et al.  An overview of methods for determining OWA weights , 2005, Int. J. Intell. Syst..

[26]  Huimin Zhang,et al.  The multiattribute group decision making method based on aggregation operators with interval-valued 2-tuple linguistic information , 2012, Math. Comput. Model..

[27]  Maghsoud Amiri,et al.  Designing a multi-product multi-period supply chain network with reverse logistics and multiple objectives under uncertainty , 2017 .

[28]  Chin-Nung Liao,et al.  Integrated FAHP, ARAS-F and MSGP methods for green supplier evaluation and selection , 2015 .

[29]  Z. S. Xu,et al.  An overview of operators for aggregating information , 2003, Int. J. Intell. Syst..

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

[31]  Tabasam Rashid,et al.  Aggregation Operators of Interval‐Valued 2‐Tuple Linguistic Information , 2014, Int. J. Intell. Syst..

[32]  Hong-yu Zhang,et al.  Multi-criteria group decision making method based on interval 2-tuple linguistic information and Choquet integral aggregation operators , 2014, Soft Computing.

[33]  Xi Liu,et al.  Using New Version of Extended $t$ -Norms and $s$ -Norms for Aggregating Interval Linguistic Labels , 2017, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[34]  Changyong Liang,et al.  An intuitionsitic fuzzy judgement matrix and TOPSIS integrated multi-criteria decision making method for green supplier selection , 2015, J. Intell. Fuzzy Syst..

[35]  Hu-Chen Liu,et al.  Health-Care Waste Treatment Technology Selection Using the Interval 2-Tuple Induced TOPSIS Method , 2016, International journal of environmental research and public health.

[36]  Rui Yue,et al.  Supplier selection in supplier chain management using Choquet integral-based linguistic operators under fuzzy heterogeneous environment , 2016, Fuzzy Optim. Decis. Mak..

[37]  Huayou Chen,et al.  Some 2-tuple linguistic generalized power aggregation operators and their applications to multiple attribute group decision making , 2015, J. Intell. Fuzzy Syst..

[38]  Jurgita Antucheviciene,et al.  HYBRID MULTIPLE CRITERIA DECISION MAKING METHODS: A REVIEW OF APPLICATIONS IN ENGINEERING , 2016 .

[39]  Shu-Ping Wan,et al.  Supplier selection using ANP and ELECTRE II in interval 2-tuple linguistic environment , 2017, Inf. Sci..

[40]  Fanyong Meng,et al.  An approach for facility location selection based on optimal aggregation operator , 2015, Knowl. Based Syst..

[41]  Chonghui Guo,et al.  A VIKOR-Based Approach to Group Decision Making With Uncertain Preference Ordinals and Incomplete Weight Information , 2016, Informatica.

[42]  Huayou Chen,et al.  A New Interval-valued 2-Tuple Linguistic Bonferroni Mean Operator and Its Application to Multiattribute Group Decision Making , 2017, Int. J. Fuzzy Syst..

[43]  Lin Zhong,et al.  An ELECTRE I-based multi-criteria group decision making method with interval type-2 fuzzy numbers and its application to supplier selection , 2017, Appl. Soft Comput..

[44]  Edmundas Kazimieras Zavadskas,et al.  Fuzzy multiple criteria decision-making techniques and applications - Two decades review from 1994 to 2014 , 2015, Expert Syst. Appl..

[45]  Jurgita Antucheviciene,et al.  Hybrid multiple criteria decision-making methods: a review of applications for sustainability issues , 2016 .

[46]  Ramesh Anbanandam,et al.  A robust hybrid multi-criteria decision making methodology for contractor evaluation and selection in third-party reverse logistics , 2014, Expert Syst. Appl..

[47]  Peide Liu,et al.  SOME HERONIAN MEAN OPERATORS WITH 2-TUPLE LINGUISTIC INFORMATION AND THEIR APPLICATION TO MULTIPLE ATTRIBUTE GROUP DECISION MAKING , 2015 .

[48]  Javad Sadeghi,et al.  Evaluating a green supplier selection problem using a hybrid MODM algorithm , 2017, J. Intell. Manuf..

[49]  Hu-Chen Liu,et al.  Interval 2-Tuple Linguistic Distance Operators and Their Applications to Supplier Evaluation and Selection , 2016 .

[50]  Jing Wu,et al.  Dependent Interval 2-Tuple Linguistic Aggregation Operators and Their Application to Multiple Attribute Group Decision Making , 2014, Int. J. Uncertain. Fuzziness Knowl. Based Syst..

[51]  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 .

[52]  Huimin Zhang Some interval-valued 2-tuple linguistic aggregation operators and application in multiattribute group decision making , 2013 .

[53]  Abbas Mardani,et al.  Multiple criteria decision-making techniques and their applications – a review of the literature from 2000 to 2014 , 2015 .

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

[55]  Francisco Herrera,et al.  An overview on the 2-tuple linguistic model for computing with words in decision making: Extensions, applications and challenges , 2012, Inf. Sci..

[56]  Cengiz Kahraman,et al.  A Multicriteria Supplier Selection Model Using Hesitant Fuzzy Linguistic Term Sets , 2016, J. Multiple Valued Log. Soft Comput..

[57]  Lu Zhen,et al.  Group multi-criteria supplier selection using an extended VIKOR method with interval 2-tuple linguistic information , 2015, Expert Syst. Appl..

[58]  Hu-Chen Liu,et al.  A Novel Integrated Approach for Green Supplier Selection with Interval-Valued Intuitionistic Uncertain Linguistic Information: A Case Study in the Agri-Food Industry , 2018 .