Skip to main content
Top
Published in: Granular Computing 2/2024

01-06-2024 | Original Paper

Multiple criteria decision-making based on linguistic spherical fuzzy copula extended power aggregation operators

Author: Jawad Ali

Published in: Granular Computing | Issue 2/2024

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Linguistic spherical fuzzy set is an efficient tool for expressing the membership, neutral, and non-membership grades of assessment information. Moreover, Archimedean copula and co-copula can formulate key operational rules according to various copula structures. The present study describes some innovative operational rules of linguistic spherical fuzzy values based on Archimedean copula and co-copula and explores their related characteristics. Following these operational rules, several linguistic spherical fuzzy extended power aggregation operators such as copula extended power average operator, copula extended power weighted average operator, copula extended power geometric operator, and copula extended power weighted geometric operator are developed. Meanwhile, numerous properties and peculiar cases of these aggregation operators are investigated at length. Utilizing the presented operators, a decision-making method is built to tackle multi-criteria decision-making problems with unknown weight information. Consequently, a case study of carbon capture and storage technology is addressed to demonstrate the practicability of the framed approach. At last, comparative and sensitivity analyses are performed to illustrate the efficacy and dominance of the developed strategy.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
go back to reference Akram M, Muhammad G, Ahmad D (2023) Analytical solution of the Atangana–Baleanu–Caputo fractional differential equations using Pythagorean fuzzy sets. Granul Comput 8:667–687 Akram M, Muhammad G, Ahmad D (2023) Analytical solution of the Atangana–Baleanu–Caputo fractional differential equations using Pythagorean fuzzy sets. Granul Comput 8:667–687
go back to reference Ali J (2022) A \(q\)-rung orthopair fuzzy MARCOS method using novel score function and its application to solid waste management. Appl Intell 52(8):8770–8792MathSciNet Ali J (2022) A \(q\)-rung orthopair fuzzy MARCOS method using novel score function and its application to solid waste management. Appl Intell 52(8):8770–8792MathSciNet
go back to reference Ali J, Garg H (2023) On spherical fuzzy distance measure and TAOV method for decision-making problems with incomplete weight information. Eng Appl Artif Intell 119:105726 Ali J, Garg H (2023) On spherical fuzzy distance measure and TAOV method for decision-making problems with incomplete weight information. Eng Appl Artif Intell 119:105726
go back to reference Ali J, Naeem M (2022) Distance and similarity measures for normal wiggly dual hesitant fuzzy sets and their application in medical diagnosis. Sci Rep 12(1):13784 Ali J, Naeem M (2022) Distance and similarity measures for normal wiggly dual hesitant fuzzy sets and their application in medical diagnosis. Sci Rep 12(1):13784
go back to reference Ali J, Naeem M (2023) \(r, s, t\)-spherical fuzzy VIKOR method and its application in multiple criteria group decision making. IEEE ACCESS 11:46454–46475 Ali J, Naeem M (2023) \(r, s, t\)-spherical fuzzy VIKOR method and its application in multiple criteria group decision making. IEEE ACCESS 11:46454–46475
go back to reference Ali J, Bashir Z, Rashid T (2021) WASPAS-based decision making methodology with unknown weight information under uncertain evaluations. Expert Syst Appl 168:114143 Ali J, Bashir Z, Rashid T (2021) WASPAS-based decision making methodology with unknown weight information under uncertain evaluations. Expert Syst Appl 168:114143
go back to reference Ashraf S, Mehmood T, Abdullah S, Khan Q (2018) Picture fuzzy linguistic sets and their applications for multi-attribute group. Nucleus 55(2):66–73 Ashraf S, Mehmood T, Abdullah S, Khan Q (2018) Picture fuzzy linguistic sets and their applications for multi-attribute group. Nucleus 55(2):66–73
go back to reference Atanassov K (1986) Intuitionistics fuzzy sets. Fuzzy Sets Syst 20:87–96 Atanassov K (1986) Intuitionistics fuzzy sets. Fuzzy Sets Syst 20:87–96
go back to reference Chen S-M, Jian W-S (2017) Fuzzy forecasting based on two-factors second-order fuzzy-trend logical relationship groups, similarity measures and pso techniques. Inf Sci 391:65–79 Chen S-M, Jian W-S (2017) Fuzzy forecasting based on two-factors second-order fuzzy-trend logical relationship groups, similarity measures and pso techniques. Inf Sci 391:65–79
go back to reference Chen S-M, Wang J-Y (1995) Document retrieval using knowledge-based fuzzy information retrieval techniques. IEEE Trans Syst Man Cybern Syst 25(5):793–803 Chen S-M, Wang J-Y (1995) Document retrieval using knowledge-based fuzzy information retrieval techniques. IEEE Trans Syst Man Cybern Syst 25(5):793–803
go back to reference Chen S-M, Wang N-Y (2010) Fuzzy forecasting based on fuzzy-trend logical relationship groups. IEEE Trans Syst Man Cybern Syst, Part B (Cybernetics) 2010:1 Chen S-M, Wang N-Y (2010) Fuzzy forecasting based on fuzzy-trend logical relationship groups. IEEE Trans Syst Man Cybern Syst, Part B (Cybernetics) 2010:1
go back to reference Chen S-M, Ko Y-K, Chang Y-C, Pan J-S (2009) Weighted fuzzy interpolative reasoning based on weighted increment transformation and weighted ratio transformation techniques. IEEE Trans Fuzzy Syst 17(6):1412–1427 Chen S-M, Ko Y-K, Chang Y-C, Pan J-S (2009) Weighted fuzzy interpolative reasoning based on weighted increment transformation and weighted ratio transformation techniques. IEEE Trans Fuzzy Syst 17(6):1412–1427
go back to reference Chen Z, Liu P, Pei Z (2015) An approach to multiple attribute group decision making based on linguistic intuitionistic fuzzy numbers. Int J Comput Intell Syst 8(4):747–760 Chen Z, Liu P, Pei Z (2015) An approach to multiple attribute group decision making based on linguistic intuitionistic fuzzy numbers. Int J Comput Intell Syst 8(4):747–760
go back to reference Chen S-M, Yao XZ, Gunawan CG (2019a) Fuzzy time series forecasting based on proportions of intervals and particle swarm optimization techniques. Inf Sci 500:127–139 Chen S-M, Yao XZ, Gunawan CG (2019a) Fuzzy time series forecasting based on proportions of intervals and particle swarm optimization techniques. Inf Sci 500:127–139
go back to reference Chen T, He S-S, Wang J-Q, Li L, Luo H (2019b) Novel operations for linguistic neutrosophic sets on the basis of Archimedean copulas and co-copulas and their application in multi-criteria decision-making problems. J Intell Fuzzy Syst 37(2):2887–2912 Chen T, He S-S, Wang J-Q, Li L, Luo H (2019b) Novel operations for linguistic neutrosophic sets on the basis of Archimedean copulas and co-copulas and their application in multi-criteria decision-making problems. J Intell Fuzzy Syst 37(2):2887–2912
go back to reference Chen Z-S, Yang L-L, Rodríguez RM, Xiong S-H, Chin K-S, Martínez L (2021a) Power-average-operator-based hybrid multiattribute online product recommendation model for consumer decision-making. Int J Intell Syst 36(6):2572–2617 Chen Z-S, Yang L-L, Rodríguez RM, Xiong S-H, Chin K-S, Martínez L (2021a) Power-average-operator-based hybrid multiattribute online product recommendation model for consumer decision-making. Int J Intell Syst 36(6):2572–2617
go back to reference Chen Z-S, Zhang X, Govindan K, Wang X-J, Chin K-S (2021b) Third-party reverse logistics provider selection: a computational semantic analysis-based multi-perspective multi-attribute decision-making approach. Expert Syst Appl 166:114051 Chen Z-S, Zhang X, Govindan K, Wang X-J, Chin K-S (2021b) Third-party reverse logistics provider selection: a computational semantic analysis-based multi-perspective multi-attribute decision-making approach. Expert Syst Appl 166:114051
go back to reference Cherubini U, Luciano E, Vecchiato W (2004) Copula methods in finance. Wiley, London Cherubini U, Luciano E, Vecchiato W (2004) Copula methods in finance. Wiley, London
go back to reference Cuong BC, Phong PH (2014) Max–min composition of linguistic intuitionistic fuzzy relations and application in medical diagnosis. VNU J Sci Comput Sci Comput Eng 30(4):57–65 Cuong BC, Phong PH (2014) Max–min composition of linguistic intuitionistic fuzzy relations and application in medical diagnosis. VNU J Sci Comput Sci Comput Eng 30(4):57–65
go back to reference Deb N, Sarkar A, Biswas A (2022) Linguistic \(q\)-rung orthopair fuzzy prioritized aggregation operators based on hamacher \(t\)-norm and \(t\)-conorm and their applications to multicriteria group decision making. Arch Control Sci 32(2):451–484MathSciNet Deb N, Sarkar A, Biswas A (2022) Linguistic \(q\)-rung orthopair fuzzy prioritized aggregation operators based on hamacher \(t\)-norm and \(t\)-conorm and their applications to multicriteria group decision making. Arch Control Sci 32(2):451–484MathSciNet
go back to reference Garg H (2018) Linguistic pythagorean fuzzy sets and its applications in multiattribute decision-making process. Int J Intell Syst 33(6):1234–1263 Garg H (2018) Linguistic pythagorean fuzzy sets and its applications in multiattribute decision-making process. Int J Intell Syst 33(6):1234–1263
go back to reference Ghailani H, Zaidan A, Qahtan S, Alsattar HA, Al-Emran M, Deveci M, Delen D (2023) Developing sustainable management strategies in construction and demolition wastes using a \(q\)-rung orthopair probabilistic hesitant fuzzy set-based decision modelling approach. Appl Soft Comput 145:110606 Ghailani H, Zaidan A, Qahtan S, Alsattar HA, Al-Emran M, Deveci M, Delen D (2023) Developing sustainable management strategies in construction and demolition wastes using a \(q\)-rung orthopair probabilistic hesitant fuzzy set-based decision modelling approach. Appl Soft Comput 145:110606
go back to reference Habib A, Khan ZA, Jamil N, Riaz M (2023) A decision-making strategy to combat CO\(_{2}\) emissions using sine trigonometric aggregation operators with cubic bipolar fuzzy input. AIMS Math 8(7):15092–15128 Habib A, Khan ZA, Jamil N, Riaz M (2023) A decision-making strategy to combat CO\(_{2}\) emissions using sine trigonometric aggregation operators with cubic bipolar fuzzy input. AIMS Math 8(7):15092–15128
go back to reference Haque TS, Alam S, Chakraborty A (2022) Selection of most effective COVID-19 virus protector using a novel MCGDM technique under linguistic generalised spherical fuzzy environment. Comput Appl Math 41(2):84MathSciNet Haque TS, Alam S, Chakraborty A (2022) Selection of most effective COVID-19 virus protector using a novel MCGDM technique under linguistic generalised spherical fuzzy environment. Comput Appl Math 41(2):84MathSciNet
go back to reference Herrera F, Herrera-Viedma E (2000) Linguistic decision analysis: steps for solving decision problems under linguistic information. Fuzzy Sets Syst 115(1):67–82MathSciNet Herrera F, Herrera-Viedma E (2000) Linguistic decision analysis: steps for solving decision problems under linguistic information. Fuzzy Sets Syst 115(1):67–82MathSciNet
go back to reference Horng Y-J, Chen S-M, Chang Y-C, Lee C-H (2005) A new method for fuzzy information retrieval based on fuzzy hierarchical clustering and fuzzy inference techniques. IEEE Trans Fuzzy Syst 13(2):216–228 Horng Y-J, Chen S-M, Chang Y-C, Lee C-H (2005) A new method for fuzzy information retrieval based on fuzzy hierarchical clustering and fuzzy inference techniques. IEEE Trans Fuzzy Syst 13(2):216–228
go back to reference Jana C, Garg H, Pal M (2023) Multi-attribute decision making for power Dombi operators under Pythagorean fuzzy information with MABAC method. J Ambient Intell Humaniz Comput 14(8):10761–10778 Jana C, Garg H, Pal M (2023) Multi-attribute decision making for power Dombi operators under Pythagorean fuzzy information with MABAC method. J Ambient Intell Humaniz Comput 14(8):10761–10778
go back to reference Jin H, Ashraf S, Abdullah S, Qiyas M, Bano M, Zeng S (2019) Linguistic spherical fuzzy aggregation operators and their applications in multi-attribute decision making problems. Mathematics 7(5):413 Jin H, Ashraf S, Abdullah S, Qiyas M, Bano M, Zeng S (2019) Linguistic spherical fuzzy aggregation operators and their applications in multi-attribute decision making problems. Mathematics 7(5):413
go back to reference Kou Y, Wang J, Xu W, Xu Y (2023) Multi-attribute group decision-making based on linguistic Pythagorean fuzzy copula extended power average operator. Expert Syst 40(7):e13272 Kou Y, Wang J, Xu W, Xu Y (2023) Multi-attribute group decision-making based on linguistic Pythagorean fuzzy copula extended power average operator. Expert Syst 40(7):e13272
go back to reference Liu P, Zhu B, Wang P, Shen M (2020) An approach based on linguistic spherical fuzzy sets for public evaluation of shared bicycles in china. Eng Appl Artif Intell 87:103295 Liu P, Zhu B, Wang P, Shen M (2020) An approach based on linguistic spherical fuzzy sets for public evaluation of shared bicycles in china. Eng Appl Artif Intell 87:103295
go back to reference Liu HB, Liu Y, Xu L, Abdullah S (2021a) Multi-attribute group decision-making for online education live platform selection based on linguistic intuitionistic cubic fuzzy aggregation operators. Comput Appl Math 40:1–34 Liu HB, Liu Y, Xu L, Abdullah S (2021a) Multi-attribute group decision-making for online education live platform selection based on linguistic intuitionistic cubic fuzzy aggregation operators. Comput Appl Math 40:1–34
go back to reference Liu S, Yu W, Chan FT, Niu B (2021b) A variable weight-based hybrid approach for multi-attribute group decision making under interval-valued intuitionistic fuzzy sets. Int J Intell Syst 36(2):1015–1052 Liu S, Yu W, Chan FT, Niu B (2021b) A variable weight-based hybrid approach for multi-attribute group decision making under interval-valued intuitionistic fuzzy sets. Int J Intell Syst 36(2):1015–1052
go back to reference Malka L, Daci A, Kuriqi A, Bartocci P, Rrapaj E (2022) Energy storage benefits assessment using multiple-choice criteria: the case of Drini River Cascade, Albania. Energies 15(11):4032 Malka L, Daci A, Kuriqi A, Bartocci P, Rrapaj E (2022) Energy storage benefits assessment using multiple-choice criteria: the case of Drini River Cascade, Albania. Energies 15(11):4032
go back to reference Naz S, Fatima SS, Butt SA, Tabassum N (2023) A MAGDM model based on 2-tuple linguistic variables and power Hamacher aggregation operators for optimal selection of digital marketing strategies. Granul Comput 8(6):1955–1990 Naz S, Fatima SS, Butt SA, Tabassum N (2023) A MAGDM model based on 2-tuple linguistic variables and power Hamacher aggregation operators for optimal selection of digital marketing strategies. Granul Comput 8(6):1955–1990
go back to reference Nelsen RB (2006) An introduction to copulas. Springer, London Nelsen RB (2006) An introduction to copulas. Springer, London
go back to reference Nelsen RB (2007) An introduction to copulas. Springer, London Nelsen RB (2007) An introduction to copulas. Springer, London
go back to reference Parkan C, Wu M-L (1999) Decision-making and performance measurement models with applications to robot selection. Comput Ind Eng 36(3):503–523 Parkan C, Wu M-L (1999) Decision-making and performance measurement models with applications to robot selection. Comput Ind Eng 36(3):503–523
go back to reference Rong Y, Liu Y, Pei Z (2022a) A novel multiple attribute decision-making approach for evaluation of emergency management schemes under picture fuzzy environment. Int J Mach Learn Cybern 13:633–661 Rong Y, Liu Y, Pei Z (2022a) A novel multiple attribute decision-making approach for evaluation of emergency management schemes under picture fuzzy environment. Int J Mach Learn Cybern 13:633–661
go back to reference Rong Y, Yu L, Niu W, Liu Y, Senapati T, Mishra AR (2022b) MARCOS approach based upon cubic Fermatean fuzzy set and its application in evaluation and selecting cold chain logistics distribution center. Eng Appl Artif Intell 116:105401 Rong Y, Yu L, Niu W, Liu Y, Senapati T, Mishra AR (2022b) MARCOS approach based upon cubic Fermatean fuzzy set and its application in evaluation and selecting cold chain logistics distribution center. Eng Appl Artif Intell 116:105401
go back to reference Son LH (2016) Generalized picture distance measure and applications to picture fuzzy clustering. Appl Soft Comput 46(C):284–295 Son LH (2016) Generalized picture distance measure and applications to picture fuzzy clustering. Appl Soft Comput 46(C):284–295
go back to reference Tao Z, Han B, Chen H (2018a) On intuitionistic fuzzy copula aggregation operators in multiple-attribute decision making. Cognit Comput 10:610–624 Tao Z, Han B, Chen H (2018a) On intuitionistic fuzzy copula aggregation operators in multiple-attribute decision making. Cognit Comput 10:610–624
go back to reference Tao Z, Han B, Zhou L, Chen H (2018b) The novel computational model of unbalanced linguistic variables based on Archimedean copula. Int J Uncertain Fuzz 26(04):601–631 Tao Z, Han B, Zhou L, Chen H (2018b) The novel computational model of unbalanced linguistic variables based on Archimedean copula. Int J Uncertain Fuzz 26(04):601–631
go back to reference Wan S-P, Yi Z-H (2015) Power average of trapezoidal intuitionistic fuzzy numbers using strict \(t\)-norms and \(t\)-conorms. IEEE Trans Fuzzy Syst 24(5):1035–1047 Wan S-P, Yi Z-H (2015) Power average of trapezoidal intuitionistic fuzzy numbers using strict \(t\)-norms and \(t\)-conorms. IEEE Trans Fuzzy Syst 24(5):1035–1047
go back to reference Wang X, Triantaphyllou E (2008) Ranking irregularities when evaluating alternatives by using some ELECTRE methods. Omega 36(1):45–63 Wang X, Triantaphyllou E (2008) Ranking irregularities when evaluating alternatives by using some ELECTRE methods. Omega 36(1):45–63
go back to reference Wang H, Ju Y, Liu P (2019) Multi-attribute group decision-making methods based on \(q\)-rung Orthopair fuzzy linguistic sets. Int J Intell Syst 34(6):1129–1157 Wang H, Ju Y, Liu P (2019) Multi-attribute group decision-making methods based on \(q\)-rung Orthopair fuzzy linguistic sets. Int J Intell Syst 34(6):1129–1157
go back to reference Xian S, Cheng Y, Liu Z (2021) A novel picture fuzzy linguistic Muirhead Mean aggregation operators and their application to multiple attribute decision making. Soft Comput 25(23):14741–14756 Xian S, Cheng Y, Liu Z (2021) A novel picture fuzzy linguistic Muirhead Mean aggregation operators and their application to multiple attribute decision making. Soft Comput 25(23):14741–14756
go back to reference Xiong S-H, Chen Z-S, Li Y-L, Chin K-S (2016) On extending power-geometric operators to interval-valued hesitant fuzzy sets and their applications to group decision making. Int J Inf Technol Decis Mak 15(05):1055–1114 Xiong S-H, Chen Z-S, Li Y-L, Chin K-S (2016) On extending power-geometric operators to interval-valued hesitant fuzzy sets and their applications to group decision making. Int J Inf Technol Decis Mak 15(05):1055–1114
go back to reference Xiong S-H, Chen Z-S, Chang J-P, Chin K-S (2019) On extended power average operators for decision-making: a case study in emergency response plan selection of civil aviation. Comput Ind Eng 130:258–271 Xiong S-H, Chen Z-S, Chang J-P, Chin K-S (2019) On extended power average operators for decision-making: a case study in emergency response plan selection of civil aviation. Comput Ind Eng 130:258–271
go back to reference Xu Z (2004) A method based on linguistic aggregation operators for group decision making with linguistic preference relations. Inf Sci 166(1–4):19–30MathSciNet Xu Z (2004) A method based on linguistic aggregation operators for group decision making with linguistic preference relations. Inf Sci 166(1–4):19–30MathSciNet
go back to reference Xu Z (2005) Deviation measures of linguistic preference relations in group decision making. Omega 33(3):249–254 Xu Z (2005) Deviation measures of linguistic preference relations in group decision making. Omega 33(3):249–254
go back to reference Xu Z, Yager RR (2009) Power-geometric operators and their use in group decision making. IEEE Trans Fuzzy Syst 18(1):94–105 Xu Z, Yager RR (2009) Power-geometric operators and their use in group decision making. IEEE Trans Fuzzy Syst 18(1):94–105
go back to reference Xu L, Liu Y, Liu H (2020) Linguistic interval-valued intuitionistic fuzzy copula Heronian mean operators for multiattribute group decision-making. J Math 2020:1–25MathSciNet Xu L, Liu Y, Liu H (2020) Linguistic interval-valued intuitionistic fuzzy copula Heronian mean operators for multiattribute group decision-making. J Math 2020:1–25MathSciNet
go back to reference Yager RR (2001) The power average operator. IEEE Trans Syst Man Cybern Part A Syst Hum 31(6):724–731 Yager RR (2001) The power average operator. IEEE Trans Syst Man Cybern Part A Syst Hum 31(6):724–731
go back to reference Yager RR (2013) Pythagorean membership grades in multicriteria decision making. IEEE Trans Fuzzy Syst 22(4):958–965 Yager RR (2013) Pythagorean membership grades in multicriteria decision making. IEEE Trans Fuzzy Syst 22(4):958–965
go back to reference Yüksel S, Dinçer H (2022) Identifying the strategic priorities of nuclear energy investments using hesitant 2-tuple interval-valued Pythagorean fuzzy DEMATEL. Prog Nucl Energy 145:104103 Yüksel S, Dinçer H (2022) Identifying the strategic priorities of nuclear energy investments using hesitant 2-tuple interval-valued Pythagorean fuzzy DEMATEL. Prog Nucl Energy 145:104103
go back to reference Zadeh LA (1965) Fuzzy sets. Inf Control 8(3):338–353 Zadeh LA (1965) Fuzzy sets. Inf Control 8(3):338–353
go back to reference Zadeh LA (1975) The concept of a linguistic variable and its application to approximate reasoning—I. Inf Sci 8(3):199–249MathSciNet Zadeh LA (1975) The concept of a linguistic variable and its application to approximate reasoning—I. Inf Sci 8(3):199–249MathSciNet
go back to reference Zhang H (2014) Linguistic intuitionistic fuzzy sets and application in MAGDM. J Appl Math 2014:1–11 Zhang H (2014) Linguistic intuitionistic fuzzy sets and application in MAGDM. J Appl Math 2014:1–11
go back to reference Zhou L, Chen H, Liu J (2012) Generalized power aggregation operators and their applications in group decision making. Comput Ind Eng 62(4):989–999 Zhou L, Chen H, Liu J (2012) Generalized power aggregation operators and their applications in group decision making. Comput Ind Eng 62(4):989–999
Metadata
Title
Multiple criteria decision-making based on linguistic spherical fuzzy copula extended power aggregation operators
Author
Jawad Ali
Publication date
01-06-2024
Publisher
Springer International Publishing
Published in
Granular Computing / Issue 2/2024
Print ISSN: 2364-4966
Electronic ISSN: 2364-4974
DOI
https://doi.org/10.1007/s41066-024-00464-8

Other articles of this Issue 2/2024

Granular Computing 2/2024 Go to the issue

Premium Partner