Abstract
Ranking of trapezoidal-valued intuitionistic fuzzy numbers (TVIFNs) plays an important role in multi-criteria decision making (MCDM) based on the TVIFNs. The main objective of this paper is to introduce new membership and non-membership accuracy functions on the classes of interval-valued intuitionistic fuzzy numbers (IVIFNs) and TVIFNs by which the orderings on IVIFNs and TVIFNs are done. This paper reveals the better part of the proposed accuracy functions than the existing or previous functions. Further, some operations on IVIFNs and TVIFNs are defined. Finally, a new method is proposed to solve the MCDM problem based on the multi-criteria trapezoidal-valued intuitionistic fuzzy index matrix and illustrated through numerical examples.
Similar content being viewed by others
References
Atanassov KT (1986) Intuitionistic fuzzy sets. Fuzzy Sets Syst 20:87–96
Atanassov K (1987) Generalized index matrices. C R Acad Bulgare Sci 40(11):15–18
Atanassov K (2010) On index matrices. Part 2: intuitionistic fuzzy case. In: Proceedings of the Jangjeon mathematical society, vol 13(2), pp 121–126
Atanassov K (2013a) On index matrices. Part 3: on the hierarchical operation over index matrices. Adv Stud Contem Math 23(2):225–231
Atanassov K (2013b) On extended intuitionistic fuzzy index matrices. Notes Intuitionistic Fuzzy Sets 19(4):27–41
Atanassov K (2014) Extended index matrices. In: Proceedings of 7th IEEE conference intelligent systems, Warsaw, pp 24–26
Atanassov KT, Gargov G (1989) Interval-valued intuitionistic fuzzy sets. Fuzzy Sets Syst 31(3):343–349
Atanassov K, Mavrov D, Atanassova V (2014) A new approach for multicriteria decision making, based on index matrices and intuitionistic fuzzy sets. In: Modern approaches in fuzzy sets, intuitionistic fuzzy sets, generalized nets and related topics foundations, Warsaw, vol 11, pp 1–8
Bai ZY (2013) An interval-valued intuitionistic fuzzy TOPSIS method based on an improved score function. Sci World J 2013:1–7 (Article ID 879089)
Garg H (2016) A new generalized improved score function of interval-valued intuitionistic fuzzy sets and application in expert systems. Appl Soft comput 38:988–999
Liu B, Xia luo M (2016) Multi-criteria decision-making method based on interval-valued intuitionistic fuzzy sets. Quant Log Soft Comput 510:477–486
Nayagam VLG, Sivaraman G (2011) Ranking of interval valued intuitionistic fuzzy sets. Appl Soft Comput 11(4):3368–3372
Nayagam VLG, Venkateshwari G, Sivaraman G (2008) Ranking of intuitionistic fuzzy numbers. In: Proceedings of the IEEE international conference on fuzzy systems (IEEE FUZZ 2008), pp 1971–1974
Nayagam VLG, Muralikrishnan S, Sivaraman G (2011) Multi criteria decision making method based on interval valued intuitionistic fuzzy sets. Expert Syst Appl 38(3):1464–1467
Nayagam VLG, Dhanasekaran P, Jeevaraj S (2016a) A complete ranking of incomplete trapezoidal information. J Intell Fuzzy Syst 30:3209–3225
Nayagam VLG, Jeevaraj S, Geetha S (2016b) Total ordering for intuitionistic fuzzy numbers. Complexity 21(S2):54–66
Nayagam VLG, Jeevaraj S, Sivaraman G (2016c) Total ordering defined on the set of intuitionistic fuzzy numbers. J Intell Fuzzy Syst 30:2015–2028
Nayagam VLG, Jeevaraj S, Sivaraman G (2017) Ranking of incomplete trapezoidal information. Soft comput 27:7125–7140
Nayagam VLG, Jeevaraj S, Dhanasekaran P (2018) A linear ordering on the class of Trapezoidal intuitionistic fuzzy numbers. Expert Syst Appl 60:269–279
Pap E (1997) Pseudo-analysis as a mathematical base for soft computing. Soft Comput 1:61–68
Pap E (2002) Aggregation Operators in Engineering Design. In: Calvo T, Mayor G, Mesiar R (eds) Aggregation Operators. Studies in Fuzziness and Soft Computing, vol 97. Physica, Heidelberg, pp 195–223
Sahin R (2015) Fuzzy multicriteria decision making method based on the improved accuracy function for interval-valued intuitionistic fuzzy sets. Soft Comput 20(7):2557–2563
Sivaraman G, Nayagam VLG, Ponalagusamy R (2014) A complete ranking of incomplete interval information. Expert Syst Appl 41:1947–1954
Wang W, Wang Z (2008) An approach to multi-attribute interval-valued intuitionistic fuzzy decision making with incomplete weight information. In: Proceedings of the 15th IEEE international conference on fuzzy systems and knowledge discovery, vol 3 pp 346–350
Wang Z, Wang W, Li KW (2008) Multi-attribute decision making models and methods under interval-valued intuitionistic fuzzy environment. In: Proceedings of the 4th IEEE international conference on control and decision, pp 2420–2425
Xu Z, Chen J (2007) Approach to group decision making based on interval valued intuitionistic judgment matrices. System Eng Theory Pract 27(4):126–133
Ye J (2009) Multicriteria fuzzy decision-making method based on a novel accuracy function under interval-valued intuitionistic fuzzy environment. Expert Syst Appl 36:6899–6902
Acknowledgements
The authors wish to express their gratitude to the anonymous referees and editors for their valuable comments by which the quality of the paper is improved.
Author information
Authors and Affiliations
Contributions
All authors contributed equally to the writing of this manuscript. All authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no competing interest.
Additional information
Communicated by V. Loia.
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Sivaraman, G., Vishnukumar, P. & Raj, M.E.A. MCDM based on new membership and non-membership accuracy functions on trapezoidal-valued intuitionistic fuzzy numbers. Soft Comput 24, 4283–4293 (2020). https://doi.org/10.1007/s00500-019-04193-y
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00500-019-04193-y