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Models for Multiple Attribute Decision Making with Interval-Valued Pythagorean Fuzzy Muirhead Mean Operators and Their Application to Green Suppliers Selection
Volume 30, Issue 1 (2019), pp. 153–186
Xiyue Tang   Guiwu Wei   Hui Gao  

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https://doi.org/10.15388/Informatica.2019.202
Pub. online: 1 January 2019      Type: Research Article      Open accessOpen Access

Received
1 May 2018
Accepted
1 November 2018
Published
1 January 2019

Abstract

In this paper, we extend MM operator and dual MM (DMM) operator to process the interval-valued Pythagorean fuzzy numbers (IVPFNs) and then to solve the MADM problems. Firstly, we develop some interval-valued Pythagorean fuzzy Muirhead mean operators by extending MM and DMM operators to IVPFNs. Then, we prove some properties and discuss some special cases with respect to the parameter vector. Moreover, we present some new methods to deal with MADM problems with the IVPFNs based on the proposed MM and DMM operators. Finally, we verify the validity and reliability of our methods by using an application example for green supplier selections, and analyse the advantages of our methods by comparing it with other existing methods.

References

 
Arya, A., Yadav, S.P. (2018). Development of intuitionistic fuzzy super-efficiency slack based measure with an application to health sector. Computers & Industrial Engineering, 115, 368–380.
 
Atanassov, K. (1986). Intuitionistic fuzzy sets. Fuzzy Sets and Systems, 20, 87–96.
 
Baccour, L. (2018). New intuitionistic fuzzy similarity and distance measures applied to multi-criteria decision making. Mechatronic Systems and Control, 46(1).
 
Bonferroni, C. (1950). Sulle medie multiple di potenze. Bolletino Matematica Italiana, 5, 267–270.
 
Chaira, T. (2014). Enhancement of medical images in an Atanassov’s intuitionistic fuzzy domain using an alternative intuitionistic fuzzy generator with application to image segmentation. Journal of Intelligent and Fuzzy Systems, 27(3), 1347–1359.
 
Chen, T.Y. (2015). The inclusion-based TOPSIS method with interval-valued intuitionistic fuzzy sets for multiple criteria group decision making. Applied Soft Computing, 26, 57–73.
 
Chen, T.-Y., Wei, C.H. (2010). Determining objective weights with intuitionistic fuzzy entropy measures: a comparative analysis. Information Sciences, 180, 4207–4222.
 
Chu, Y.C., Li, C.-H. (2015). Some two-dimensional uncertain linguistic Heronian mean operators and their application in multiple-attribute decision making. Neural Computing and Applications, 26, 1461–1480.
 
De, S.K., Sana, S.S. (2014). A multi-periods production-inventory model with capacity constraints for multi-manufacturers-a global optimality in intuitionistic fuzzy environment. Applied Mathematics and Computation, 242, 825–841.
 
Deli, I., Çaǧman, N. (2015). Intuitionistic fuzzy parameterized soft set theory and its decision making. Applied Soft Computing, 28, 109–113.
 
Deng, X.M., Wang, J., Wei, G.W., Lu, M. (2018a). Models for multiple attribute decision making with some 2-tuple linguistic pythagorean fuzzy hamy mean operators. Mathematics, 6(11), 236.
 
Deng, X.M., Wei, G.W., Gao, H., Wang, J. (2018b). Models for safety assessment of construction project with some 2-tuple linguistic Pythagorean fuzzy Bonferroni mean operators. IEEE Access, 6, 52105–52137.
 
Gao, H. (2018). Pythagorean fuzzy hamacher prioritized aggregation operators in multiple attribute decision making. Journal of Intelligent and Fuzzy Systems, 35(2), 2229–2245.
 
Gao, H., Wei, G.W., Huang, Y.H. (2018a). Dual hesitant bipolar fuzzy Hamacher prioritized aggregation operators in multiple attribute decision making. IEEE Access, 6(1), 11508–11522.
 
Gao, H., Lu, M., Wei, G.W., Wei, Y. (2018b). Some novel Pythagorean fuzzy interaction aggregation operators in multiple attribute decision making. Fundamenta Informaticae, 159(4), 385–428.
 
Garg, H. (2016a). A new generalized Pythagorean fuzzy information aggregation using Einstein operations and its application to decision making. International Journal of Intelligent Systems, 31(9), 886–920.
 
Garg, H. (2016b). A novel accuracy function under interval-valued Pythagorean fuzzy environment for solving multicriteria decision making problem. Journal of Intelligent and Fuzzy Systems, 31(1), 529–540.
 
Garg, H. (2016c). A novel correlation coefficients between Pythagorean fuzzy sets and its applications to decision-making processes. International Journal of Intelligent Systems, 31(12), 1234–1252.
 
Garg, H. (2017a). A novel improved accuracy function for interval valued Pythagorean fuzzy sets and its applications in decision making process. International Journal of Intelligent Systems. https://doi.org/10.1002/int.21898.
 
Garg, H. (2017b). Generalized Pythagorean fuzzy geometric aggregation operators using Einstein t-norm and t-conorm for multicriteria decision-making process. International Journal of Intelligent Systems, 32(6), 597–630.
 
Garg, H., Arora, R. (2018). Generalized and group-based generalized intuitionistic fuzzy soft sets with applications in decision-making. Applied Intelligence, 48(2), 343–356.
 
Hao, Y.H., Chen, X.G. (2018). Study on the ranking problems in multiple attribute decision making based on interval-valued intuitionistic fuzzy numbers. International Journal of General Systems, 33(3), 560–572.
 
Huang, Y.H., Wei, G.W. (2018). TODIM method for Pythagorean 2-tuple linguistic multiple attribute decision making. Journal of Intelligent and Fuzzy Systems, 35(1), 901–915.
 
Jafarian, E., Razmi, J., Baki, M.F. (2018). A flexible programming approach based on intuitionistic fuzzy optimization and geometric programming for solving multi-objective nonlinear programming problems. Expert Systems with Application, 93, 245–256.
 
Jiang, X.P., Wei, G.W. (2014). Some Bonferroni mean operators with 2-tuple linguistic information and their application to multiple attribute decision making. Journal of Intelligent and Fuzzy Systems, 27, 2153–2162.
 
Kahraman, C., Cebi, S., Onar, S.C., Oztaysi, B. (2018). A novel trapezoidal intuitionistic fuzzy information axiom approach: An application to multicriteria landfill site selection. Engineering Applications of Artificial Intelligence, 67, 157–172.
 
Lang, W., Zhang, X., Liu, M. (2015). The maximizing deviation method based on interval-valued Pythagorean fuzzy weighted aggregating operator for multiple criteria group decision analysis. Discrete Dynamics in Nature and Society, 746572, 15 pp.
 
Li, X.H., Chen, X.H. (2018). Value determination method based on multiple reference points under a trapezoidal intuitionistic fuzzy environment. Applied Soft Computing, 63, 39–49.
 
Li, Z., Gao, H., Wei, G. (2018a). Methods for multiple attribute group decision making based on intuitionistic fuzzy dombi hamy mean operators. Symmetry, 10(11), 574.
 
Li, Z.X., Wei, G.W., Lu, M. (2018b). Pythagorean fuzzy hamy mean operators in multiple attribute group decision making and their application to supplier selection. Symmetry, 10(10), 505.
 
Li, Z.X., Wei, G.W., Gao, H. (2018c). Methods for multiple attribute decision making with interval-valued Pythagorean fuzzy information. Mathematics, 6(11), 228.
 
Liu, X.D., Zhu, J.J., Liu, G.D., Hao, J.J. (2013). Multiple attribute decision making method based on uncertain linguistic Heronian mean. Mathematical Problems in Engineering Article, ID 597671.
 
Liu, P.D., Zhu, Z.M., Zhang, X. (2014). Some intuitionistic uncertain linguistic Heronian mean operators and their application to group decision making. Applied Mathematics and Computation, 230, 570–586.
 
Liu, P.D., Chen, S.M., Liu, J.L. (2017). Multiple attribute group decision making based on intuitionistic fuzzy interaction partitioned Bonferroni mean operators. Information Sciences, 411, 98–121.
 
Liu, P.D., Liu, J.L., Merigó, J.M. (2018). Partitioned Heronian means based on linguistic intuitionistic fuzzy numbers for dealing with multi-attribute group decision making. Applied Soft Computing, 62, 395–422.
 
Lu, M., Wei, G.W., Alsaadi, F.E., Hayat, T., Alsaedi, A. (2017). Hesitant Pythagorean fuzzy Hamacher aggregation operators and their application to multiple attribute decision making. Journal of Intelligent and Fuzzy Systems, 33(2), 1105–1117.
 
Maclaurin, C. (1729). A second letter to Martin Folkes, Esq.; concerning the roots of equations, with demonstration of other rules of algebra. Philosophical Transactions of the Royal Society of London, Series A, 36, 59–96.
 
Merigó, J.M., Gil-Lafuente, A.M. (2013). Induced 2-tuple linguistic generalized aggregation operators and their application in decision-making. Information Sciences, 236(1), 1–16.
 
Muirhead, R.F. (1902). Some methods applicable to identities and inequalities of symmetric algebraic functions of letters. Proceedings of the Edinburgh Mathematical Society, 21(3), 144–162.
 
Ngan, R.T., Ali, M., Son, L.H. (2018). δ-equality of intuitionistic fuzzy sets: a new proximity measure and applications in medical diagnosis. Applied Intelligence, 48(2), 499–525.
 
Peng, X., Yang, Y. (2015). Some results for pythagorean fuzzy sets. International Journal of Intelligent Systems, 30(11), 1133–1160.
 
Qin, J.Q., Liu, X.W. (2016). 2-tuple linguistic Muirhead mean operators for multiple attribute group decision making and its application to supplier selection. Kybernetes, 45(1), 2–29.
 
Reformat, M.Z., Yager, R.R. (2014). Suggesting Recommendations Using Pythagorean Fuzzy Sets illustrated Using Netflix Movie Data. Springer International Publishing, Cham, pp. 546–556.
 
Ren, P.J., Xu, Z.S., Gou, X.J. (2016). Pythagorean fuzzy TODIM approach to multi-criteria decision making. Applied Soft Computing, 42, 246–259.
 
Tang, Y.H., Wei, G.W. (2018). Models for green supplier selection in green supply chain management with Pythagorean 2-tuple linguistic information. IEEE Access, 6, 18042–18060.
 
Singh, P. (2014). Correlation coefficients for picture fuzzy sets. Journal of Intelligent & Fuzzy Systems, 27, 2857–2868.
 
Son, L.H. (2015). DPFCM: a novel distributed picture fuzzy clustering method on picture fuzzy sets. Expert System with Applications, 2, 51–66.
 
Wang, J.Q., Nie, R.R., Zhang, H.Y., Chen, X.H. (2013). Intuitionistic fuzzy multi-criteria decision-making method based on evidential reasoning. Applied Soft Computing, 13(4), 1823–1831.
 
Wang, J., Wei, G.W., Gao, H. (2018a). Approaches to multiple attribute decision making with interval-valued 2-tuple linguistic Pythagorean fuzzy information. Mathematics, 6(10), 201.
 
Wang, J., Wei, G.W., Wei, Y. (2018b). Models for Green supplier selection with some 2-tuple linguistic neutrosophic number Bonferroni mean operators. Symmetry, 10(5), 131.
 
Wang, J., Wei, G.W., Lu, M. (2018c). An extended VIKOR method for multiple criteria group decision making with triangular fuzzy neutrosophic numbers. Symmetry, 10(10), 497.
 
Wang, J., Wei, G.W., Lu, M. (2018d). TODIM method for multiple attribute group decision making under 2-tuple linguistic neutrosophic environment. Symmetry, 10(10), 486.
 
Wei, G.W. (2017a). Picture uncertain linguistic Bonferroni mean operators and their application to multiple attribute decision making. Kybernetes, 46(10), 1777–1800.
 
Wei, G.W. (2017b). Picture 2-tuple linguistic Bonferroni mean operators and their application to multiple attribute decision making. International Journal of Fuzzy System, 19(4), 997–1010.
 
Wei, G.W. (2017c). Some cosine similarity measures for picture fuzzy sets and their applications to strategic decision making. Informatica, 28(3), 547–564.
 
Wei, G.W. (2018a). TODIM method for picture fuzzy multiple attribute decision making. Informatica, 29(3), 555–566.
 
Wei, G.W. (2018b). Picture fuzzy Hamacher aggregation operators and their application to multiple attribute decision making. Fundamenta Informaticae, 157(3), 271–320. https://doi.org/10.3233/FI-2018-1628.
 
Wei, G.W. (2018c). Some similarity measures for picture fuzzy sets and their applications. Iranian Journal of Fuzzy Systems, 15(1), 77–89.
 
Wei, G.W., Wang, J.M. (2017). A comparative study of robust efficiency analysis and data envelopment analysis with imprecise data. Expert Systems with Applications, 81, 28–38.
 
Wei, G.W., Gao, H. (2018). The generalized Dice similarity measures for picture fuzzy sets and their applications. Informatica, 29(1), 1–18.
 
Wei, G.W., Lu, M. (2018a). Pythagorean fuzzy power aggregation operators in multiple attribute decision making. International Journal of Intelligent Systems, 33(1), 169–186.
 
Wei, G.W., Lu, M. (2018b). Pythagorean fuzzy maclaurin symmetric mean operators in multiple attribute decision making. International Journal of Intelligent Systems, 33(5), 1043–1070.
 
Wei, G.W., Wei, Y. (2018a). Similarity measures of Pythagorean fuzzy sets based on cosine function and their applications. International Journal of Intelligent Systems, 33(3), 634–652.
 
Wei, G., Wei, Y. (2018b). Some single-valued neutrosophic dombi prioritized weighted aggregation operators in multiple attribute decision making. Journal of Intelligent and Fuzzy Systems, 35(2), 2001–2013.
 
Wei, G.W., Zhao, X.F., Lin, R., Wang, H.J. (2013). Uncertain linguistic Bonferroni mean operators and their application to multiple attribute decision making. Applied Mathematical Modelling, 37, 5277–5285.
 
Wei, G.W., Lu, M., Alsaadi, F.E., Hayat, T., Alsaedi, A. (2017a). Pythagorean 2-tuple linguistic aggregation operators in multiple attribute decision making. Journal of Intelligent and Fuzzy Systems, 33(2), 1129–1142.
 
Wei, G.W., Alsaadi, F.E., Hayat, T., Alsaedi, A. (2017b). A linear assignment method for multiple criteria decision analysis with hesitant fuzzy sets based on fuzzy measure. International Journal of Fuzzy Systems, 19(3), 607–614.
 
Wei, G.W., Alsaadi, F.E., Hayat, T., Alsaedi, A. (2017c). Bipolar fuzzy Hamacher aggregation operators in multiple attribute decision making. International Journal of Fuzzy System, 20(1), 1–12.
 
Wei, G.W., Lu, M., Tang, X.Y., Wei, Y. (2018a). Pythagorean hesitant fuzzy hamacher aggregation operators and their application to multiple attribute decision making. International Journal of Intelligent Systems, 33(6), 1197–1233.
 
Wei, G.W., Gao, H., Wei, Y. (2018b). Some q-rung orthopair fuzzy heronian mean operators in multiple attribute decision making. International Journal of Intelligent Systems, 33(7), 1426–1458.
 
Wei, G.W., Wei, C., Gao, H. (2018c). Multiple attribute decision making with interval-valued bipolar fuzzy information and their application to emerging technology commercialization evaluation. IEEE Access, 6, 60930–60955.
 
Wei, G.W., Gao, H., Wang, J., Huang, Y.H. (2018d). Research on Risk Evaluation of Enterprise Human Capital Investment with Interval-valued bipolar 2-tuple linguistic information. IEEE Access, 6, 35697–35712.
 
Wei, G.W., Alsaadi, F.E., Hayat, T., Alsaedi, A. (2018e). Projection models for multiple attribute decision making with picture fuzzy information. International Journal of Machine Learning and Cybernetics, 9(4), 713–719.
 
Wei, G.W., Alsaadi, F.E., Hayat, T., Alsaedi, A. (2018f). Picture 2-tuple linguistic aggregation operators in multiple attribute decision making. Soft Computing, 22(3), 989–1002.
 
Wu, S.J., Wang, J., Wei, G.W., Wei, Y. (2018). Research on construction engineering project risk assessment with some 2-tuple linguistic neutrosophic Hamy mean operators. Sustainability, 10(5), 1536.
 
Xia, M.M. (2018). Interval-valued intuitionistic fuzzy matrix games based on Archimedean t-conorm and t-norm. International Journal of General Systems, 47(3), 278–293.
 
Xian, S.D., Dong, Y.F., Liu, Y.B., Jing, N. (2018). A novel approach for linguistic group decision making based on generalized interval-valued intuitionistic fuzzy linguistic induced hybrid operator and TOPSIS. International Journal of Intelligent Systems, 33(2), 288–314.
 
Xu, Z.S. (2007). Intuitionistic fuzzy aggregation operators. IEEE Transactions of Fuzzy Systems, 15, 1179–1187.
 
Xu, Z.S., Yager, R.R. (2006). Some geometric aggregation operators based on intuitionistic fuzzy sets. International Journal of General Systems, 35, 417–433.
 
Yager, R.R. (2013). Pythagorean fuzzy subsets. In: Procedding Joint IFSA World Congress and NAFIPS Annual Meeting, Edmonton, Canada, pp. 57–61.
 
Yager, R.R. (2014). Pythagorean membership grades in multicriteria decision making. IEEE Transactions on Fuzzy Systems, 22, 958–965.
 
Yu, D.J. (2012). Intuitionistic fuzzy geometric Heronian mean aggregation operators. Applied Soft Computing, 13(2), 1235–1246.
 
Yu, S.M., Zhou, H., Chen, X.H., Wang, J.Q. (2015). A multi-criteria decision-making method based on Heronian mean operators under a linguistic hesitant fuzzy environment. Asia-Pacific Journal of Operational Research, 32, 1550035.
 
Yue, Z.L., Jia, Y.Y. (2013). A method to aggregate crisp values into interval-valued intuitionistic fuzzy information for group decision making. Applied Soft Computing Journal, 13(5), 2304–2317.
 
Zadeh, L.A. (1965). Fuzzy sets. Information and Control, 8, 338–353.
 
Zhang, X.L. (2016a). A novel approach based on similarity measure for Pythagorean fuzzy multiple criteria group decision making. International Journal of Intelligent Systems, 31, 593–611.
 
Zhang, X. (2016b). Multicriteria pythagorean fuzzy decision analysis: a hierarchical QUALIFLEX approach with the closeness index-based ranking. Information Sciences, 330, 104–124.
 
Zhang, X.L., Xu, Z.S. (2014). Extension of TOPSIS to multi-criteria decision making with Pythagorean fuzzy sets. International Journal of Intelligent Systems, 29, 1061–1078.
 
Zeng, S., Chen, J., Li, X. (2016). A hybrid method for Pythagorean fuzzy multiple-criteria decision making. International Journal of Information Technology & Decision Making, 15(2), 403–422.

Biographies

Tang Xiyue

X. Tang is a current master student with School of Business at Sichuan Normal University, Chengdu, 610101, China.

Wei Guiwu
weiguiwu@163.com

G. Wei has an MSc and a PhD degree in applied mathematics from SouthWest Petroleum University, business administration from school of Economics and Management at SouthWest Jiaotong University, China, respectively. From May 2010 to April 2012, he was a postdoctoral researcher with the School of Economics and Management, Tsinghua University, Beijing, China. He is a professor in the School of Business at Sichuan Normal University. He has published more than 100 papers in journals, books and conference proceedings including journals such as Omega, Decision Support Systems, Expert Systems with Applications, Applied Soft Computing, Knowledge and Information Systems, Computers & Industrial Engineering, Knowledge-Based Systems, International Journal of Intelligent Systems, International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, International Journal of Computational Intelligence Systems, International Journal of Machine Learning and Cybernetics, Fundamenta Informaticae, Informatica, Kybernetes, International Journal of Knowledge-Based and Intelligent Engineering Systems and Information: An International Interdisciplinary Journal. He has published 1 book. He has participated in several scientific committees and serves as a reviewer in a wide range of journals including Computers & Industrial Engineering, International Journal of Information Technology and Decision Making, Knowledge-Based Systems, Information Sciences, International Journal of Computational Intelligence Systems and European Journal of Operational Research. He is currently interested in aggregation operators, decision making and computing with words.

Gao Hui

H. Gao has an MSc degree in management sciences and engineering from school of Economics and Management at University of Electronic Science and Technology of China, China. She is an associate professor in the School of Business at Sichuan Normal University.


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Keywords
multiple attribute decision making (MADM) Muirhead mean (MM) operator dual Muirhead mean (DMM) operator interval-valued Pythagorean fuzzy numbers (IVPFNs) interval-valued Pythagorean Fuzzy Muirhead mean (IVPFMM) operator interval-valued Pythagorean Fuzzy dual Muirhead mean (IVPFDMM) operator green suppliers selection

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