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Pythagorean fuzzy information-based MCGDM method for assessing the metaverse incorporated sharing economy applications in the transportation sector

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Abstract

The theory of Pythagorean fuzzy set (PFS) allows the sum of membership and non-membership degrees of an element to exceed one but the sum of their squares is less than or equal to one, therefore, it provides the wider range for decision experts to express the fuzzy information. The present work aims to develop a Pythagorean fuzzy information-based multi-criteria group decision-making (MCGDM) approach for assessing the multi-criteria metaverse incorporated sharing economy applications. The proposed MCGDM approach is divided into four stages. First, the concept of Pythagorean fuzzy Wasserstein distance measure is presented to avoid the limitations of existing Pythagorean fuzzy distance measures. Some examples are discussed to illustrate the effectiveness of proposed Pythagorean fuzzy Wasserstein distance measure in comparison with existing measures. Second, a total support degree-based procedure is presented to find the decision experts’ weights. Third, a symmetry point of criteria (SPC) approach is presented to determine the weights of criteria. Fourth, a hybrid Pythagorean fuzzy information-based ranking approach is presented to deal with the MCGDM problems, wherein the information about the criteria and decision experts are completely unknown. Further, the proposed ranking approach is executed on a case study of metaverse incorporated sharing economy alternatives assessment, which expresses its applicability and effectiveness. Comparison with existing Pythagorean fuzzy ranking approaches are discussed to validate the advantage of the developed approach.

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References

  • Alrasheedi AF, Mishra AR, Rani P, Zavadskas EK, Cavallaro F (2023) Multicriteria group decision making approach based on an improved distance measure, the SWARA method and the WASPAS method. Granul Comput. https://doi.org/10.1007/s41066-023-00413-x

    Article  Google Scholar 

  • Atanassov KT (1986) Intuitionistic fuzzy sets. Fuzzy Sets Syst 20:87–96

    Article  Google Scholar 

  • Biswas A, Deb N (2021) Pythagorean fuzzy Schweizer and Sklar power aggregation operators for solving multi-attribute decision-making problems. Granul Comput 6:991–1007

    Article  Google Scholar 

  • Chaurasiya R, Jain D (2022) Pythagorean fuzzy entropy measure-based complex proportional assessment technique for solving multi-criteria healthcare waste treatment problem. Granul Comput 7:917–930

    Article  Google Scholar 

  • Che Y-C, Wang L-H, Chen S-M (2006) Generating weighted fuzzy rules from training data for dealing with the iris data classification problem. Int J Appl Sci Eng 4(1):41–52

    Google Scholar 

  • Chen S-M, Fang Y-D (2005) A new method to deal with fuzzy classification problems by tuning membership functions for fuzzy classification systems. J Chin Inst Eng 28(1):169–173

    Article  Google Scholar 

  • 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 391–392:65–79

    Article  MathSciNet  Google Scholar 

  • Chen S-M, Niou S-J (2011) Fuzzy multiple attributes group decision-making based on fuzzy preference relations. Expert Syst Appl 38(4):3865–3872

    Article  Google Scholar 

  • Chen S-M, Wang N-Y (2010) Fuzzy forecasting based on fuzzy-trend logical relationship groups. IEEE Trans Syst Man Cybern Part B 40(5):1343–1358

    Article  Google Scholar 

  • 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

    Article  Google Scholar 

  • Chen S-M, Randyanto Y, Cheng S-H (2016) Fuzzy queries processing based on intuitionistic fuzzy social relational networks. Inf Sci 327:110–124

    Article  MathSciNet  Google Scholar 

  • Deveci M, Gokasar I, Castillo O, Daim T (2022) Evaluation of metaverse integration of freight fluidity measurement alternatives using fuzzy Dombi EDAS model. Comput Ind Eng 174:108773. https://doi.org/10.1016/j.cie.2022.108773

    Article  Google Scholar 

  • Deveci M, Pamucar D, Gokasar I, Köppen M, Gupta BB, Daim T (2023) Evaluation of Metaverse traffic safety implementations using fuzzy Einstein based logarithmic methodology of additive weights and TOPSIS method. Technol Forecast Soc Chang 194:122681. https://doi.org/10.1016/j.techfore.2023.122681

    Article  Google Scholar 

  • Ejegwa PA, Adah V, Onyeke IC (2022) Some modified Pythagorean fuzzy correlation measures with application in determining some selected decision-making problems. Granul Comput 7:381–391

    Article  Google Scholar 

  • Ganie AH (2023) Some t-conorm-based distance measures and knowledge measures for Pythagorean fuzzy sets with their application in decision-making. Complex Intell Syst 9:515–535

    Article  Google Scholar 

  • Gligoric Z, Gligoric M, Miljanovic I, Lutovac S, Milutinovic A (2023) Assessing criteria weights by the symmetry point of criterion (novel SPC method)–application in the efficiency evaluation of the mineral deposit multi-criteria partitioning algorithm. Comput Model Eng Sci. https://doi.org/10.32604/cmes.2023.025021

    Article  Google Scholar 

  • Gokasar I, Pamucar D, Deveci M, Gupta BB, Martinez L, Castillo O (2023) Metaverse integration alternatives of connected autonomous vehicles with self-powered sensors using fuzzy decision making model. Inf Sci 642:1192. https://doi.org/10.1016/j.ins.2023.119192

    Article  Google Scholar 

  • Habib S, Shahzadi S, Deveci M (2023) Pythagorean fuzzy cognitive analysis for medical care and treatment decisions. Granul Comput. https://doi.org/10.1007/s41066-023-00407-9

    Article  Google Scholar 

  • Hezam IM, Basua D, Mishra AR, Rani P, Cavallaro F (2023) Intuitionistic fuzzy gained and lost dominance score based on symmetric point criterion to prioritize zero-carbon measures for sustainable urban transportation. Kybernetes. https://doi.org/10.1108/K-03-2023-0380

    Article  Google Scholar 

  • Hussian Z, Yang MS (2019) Distance and similarity measures of Pythagorean fuzzy sets based on the Hausdorff metric with application. Int J Intell Syst 34(10):2633–2654

    Article  Google Scholar 

  • Huynh-The T, Gadekallu TR, Wang W, Yenduri G, Ranaweera P, Pham Q-V, Benevidesda Costa D, Liyanage M (2023) Blockchain for the metaverse: a review. Futur Gener Comput Syst 143:401–419

    Article  Google Scholar 

  • Kumar K, Chen S-M (2021) Multiattribute decision making based on the improved intuitionistic fuzzy Einstein weighted averaging operator of intuitionistic fuzzy values. Inf Sci 568:369–383

    Article  MathSciNet  Google Scholar 

  • Kumar K, Chen S-M (2022) Group decision making based on advanced intuitionistic fuzzy weighted Heronian mean aggregation operator of intuitionistic fuzzy values. Inf Sci 601:306–322

    Article  Google Scholar 

  • Li Z, Lu M (2019) Some novel similarity and distance measures of pythagorean fuzzy sets and their applications. J Intell Fuzzy Syst 37(2):1781–1799

    Article  MathSciNet  Google Scholar 

  • Liu P, Chen S-M, Wang Y (2020) Multiattribute group decision making based on intuitionistic fuzzy partitioned Maclaurin symmetric mean operators. Inf Sci 512:830–854

    Article  MathSciNet  Google Scholar 

  • Lu Q, Zhou G-H, Xiao Z-D, Chang F-T, Tian C-L (2018) A selection methodology of key parts based on the characteristic of carbon emissions for low-carbon design. Int J Adv Manuf Technol 94:3359–3373

    Article  Google Scholar 

  • Mahanta J, Panda S (2021) Distance measure for Pythagorean fuzzy sets with varied applications. Neural Comput Appl 33:17161–17171

    Article  PubMed  PubMed Central  Google Scholar 

  • Mishra AR, Rani P, Cavallaro F, Mardani A (2022) A similarity measure-based Pythagorean fuzzy additive ratio assessment approach and its application to multi-criteria sustainable biomass crop selection. Appl Soft Comput 125:01–18

    Article  Google Scholar 

  • Pamucar D, Deveci M, Gokasar I, Delen D, Koppen M, Pedrycz W (2023) Evaluation of metaverse integration alternatives of sharing economy in transportation using fuzzy Schweizer-Sklar based ordinal priority approach. Decis Support Syst. https://doi.org/10.1016/j.dss.2023.113944

    Article  Google Scholar 

  • Pan L, Deng Y (2022) A novel similarity measure in intuitionistic fuzzy sets and its applications. Eng Appl Artif Intell 107:104512. https://doi.org/10.1016/j.engappai.2021.104512

    Article  Google Scholar 

  • Pandey K, Mishra AR, Rani P, Ali J, Chakrabortty R (2023) Selecting features by utilizing intuitionistic fuzzy Entropy method. Decis Mak 6(1):111–133

    Google Scholar 

  • Peng X, Ma X (2020) Pythagorean fuzzy multi-criteria decision making method based on CODAS with new score function. J Intell Fuzzy Syst 38(3):3307–3318

    Article  MathSciNet  Google Scholar 

  • Peng X, Yuan H, Yang Y (2017) Pythagorean fuzzy information measures and their applications. Int J Intell Syst 32:991–1029

    Article  Google Scholar 

  • Prieto JDLF, Lacasa P, Martínez-Borda R (2022) Approaching metaverses: Mixed reality interfaces in youth media platforms. New Techno-Humanit 2:136–145

    Article  Google Scholar 

  • Saeidi P, Mardani A, Mishra AR, Cajas VEC, Carvajal MG (2023) Evaluate sustainable human resource management in the manufacturing companies using an extended Pythagorean fuzzy SWARA-TOPSIS method. J Clean Prod 370:133380. https://doi.org/10.1016/j.jclepro.2022.133380

    Article  Google Scholar 

  • Sarkar B, Biswas A (2021) Pythagorean fuzzy AHP-TOPSIS integrated approach for transportation management through a new distance measure. Soft Comput 25(5):4073–4089

    Article  Google Scholar 

  • Shen VRL, Chung YF, Chen S-M, Guo J-Y (2013) A novel reduction approach for Petri net systems based on matching theory. Expert Syst Appl 40(11):4562–4576

    Article  Google Scholar 

  • Standing C, Standing S, Biermann S (2019) The implications of the sharing economy for transport. Transp Rev 39(2):226–242

    Article  Google Scholar 

  • Tripathi DK, Nigam SK, Rani P, Shah AR (2023) New intuitionistic fuzzy parametric divergence measures and score function-based CoCoSo method for decision-making problems. Decis Mak 6(1):535–563

    Google Scholar 

  • Verma R, Mittal A (2023) Multiple attribute group decision-making based on novel probabilistic ordered weighted cosine similarity operators with Pythagorean fuzzy information. Granul Comput 8:111–129

    Article  Google Scholar 

  • Wu S-J, Wei G-W (2017) Pythagorean fuzzy Hamacher aggregation operators and their application to multiple attribute decision making. Int J Knowl-Based Intell Eng Syst 21:189–201

    Google Scholar 

  • Yager RR (2014) Pythagorean membership grades in multicriteria decision making. IEEE Trans Fuzzy Syst 22:958–965

    Article  Google Scholar 

  • Zadeh LA (1965) Fuzzy sets. Inf Control 8(3):338–353

    Article  Google Scholar 

  • Zhang X, Xu Z (2014) Extension of TOPSIS to multiple criteria decision making with pythagorean fuzzy sets. Int J Intell Syst 29(12):1061–1078

    Article  MathSciNet  Google Scholar 

  • Zou X-Y, Chen S-M, Fan K-Y (2020) Multiple attribute decision making using improved intuitionistic fuzzy weighted geometric operators of intuitionistic fuzzy values. Inf Sci 535:242–253

    Article  MathSciNet  Google Scholar 

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S.G. has prepared the model; S.D. has validated the obtained results; P.R. has finalized the whole manuscript.

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Correspondence to Sarita Devi.

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Goyal, S., Devi, S. & Rani, P. Pythagorean fuzzy information-based MCGDM method for assessing the metaverse incorporated sharing economy applications in the transportation sector. Granul. Comput. 9, 9 (2024). https://doi.org/10.1007/s41066-023-00436-4

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