Decision-Making-Based Solar Panel Selection: Sugeno-Weber Operators and Fermatean Fuzzy Distance Measure with AROMAN Methodology

Abdalla MEM, Uzair A, Ishtiaq A, Tahir M, Kamran M. Algebraic structures and practical implications of interval-valued Fermatean neutrosophic super HyperSoft sets in healthcare. Spect Oper Res. 2025;2(1):199–218. https://doi.org/10.31181/sor21202523.

Article  Google Scholar 

Ali A, Ullah K, Hussain A. An approach to multi-attribute decision-making based on intuitionistic fuzzy soft information and Aczel-Alsina operational laws. J Decis Anal Int Comp. 2023;3(1):80–9. https://doi.org/10.31181/jdaic10006062023a.

Article  Google Scholar 

Almutairi K, Dehshiri SSH, Dehshiri SJH, Mostafaeipour A, Issakhov A, Techato K. A thorough investigation for development of hydrogen projects from wind energy: a case study. Int J Hydrogen Energy. 2021;46:18795–815.

Article  Google Scholar 

Alrasheedi AF, Mishra AR, Pamucar D, Devi S, Cavallaro F. Interval-valued intuitionistic fuzzy AROMAN method and its application in sustainable wastewater treatment technology selection. J Intell Fuzzy Syst. 2024;46(3):7199–222.

Google Scholar 

Aragonés-Beltrán P, Chaparro-González F, Pastor-Ferrando J-P, Pla-Rubio A. An AHP (analytic hierarchy process)/ANP (analytic network process)-based multi-criteria decision approach for the selection of solar-thermal power plant investment projects. Energy. 2014;66:222–38.

Article  Google Scholar 

Ashraf S, Akram M, Jana C, Jin L, Pamucar D. Multi-criteria assessment of climate change due to greenhouse effect based on Sugeno Weber model under spherical fuzzy Z-numbers. Inform Sci. 2024; 666. https://doi.org/10.1016/j.ins.2024.120428.

Ashraf S, Iqbal W, Ahmad S, Khan K. Circular spherical fuzzy Sugeno Weber aggregation operators: a novel uncertain approach for adaption a programming language for social media platform. IEEE Access. 2023;11:124920–41.

Article  Google Scholar 

Asif M, Ishtiaq U, Argyros IK. Hamacher aggregation operators for Pythagorean fuzzy set and its application in multi-attribute decision-making problem. Spec Oper Res. 2025;2(1):27–40. https://doi.org/10.31181/sor2120258.

Article  Google Scholar 

Atanassov KT. Intuitionistic fuzzy sets. Fuzzy Sets Syst. 1986;20:87–96.

Article  Google Scholar 

Atchuthen MTJ, Kumar SSM. How the energy sector is affecting economic growth – comparing the United Kingdom with India. Int J Econ Sci. 2023;12(1):1–14. https://doi.org/10.52950/ES.2023.12.1.001.

Article  Google Scholar 

Balo F, Sagbansua L. The selection of the best solar panel for the photovoltaic system design by using AHP. Energy Procedia. 2016;100(2016):50–3.

Article  Google Scholar 

Barokab OM, Khan A, Khan SA, Jun YB, Rushdi AMA. University’s recruitment process using Fermatean fuzzy Einstein prioritized aggregation operators. J Intell Fuzzy Syst. 2023;45(3):3985–4008.

Google Scholar 

Baydaş M, Kavacık M, Wang Z. Interpreting the determinants of sensitivity in MCDM methods with a new perspective: an application on E-scooter selection with the PROBID method. Spectr Eng Manag Sci. 2024;2(1):17–35. https://doi.org/10.31181/sems2120242b.

Article  Google Scholar 

Bošković S, Švadlenka L, Dobrodolac M, Jovčić S, Zanne M. An extended AROMAN method for cargo bike delivery concept selection. Decis Mak Adv. 2023b;1(1):1–9.

Article  Google Scholar 

Bošković S, Švadlenka L, Jovčić S, Dobrodolac M, Simić V, Bacanin N. An alternative ranking order method accounting for two-step normalization (AROMAN)- a case study of the electric vehicle selection problem. IEEE Access. 2023a;11:39496–507.

Article  Google Scholar 

Bozanic D, Epler I, Puska A, Biswas S, Marinkovic D, Koprivica S. Application of the DIBR II – rough MABAC decision-making model for ranking methods and techniques of lean organization systems management in the process of technical maintenance. Facta Univ Ser Mech Eng. 2024;22(1):101–23. https://doi.org/10.22190/FUME230614026B.

Article  Google Scholar 

Cavallaro F. Fuzzy TOPSIS approach for assessing thermal-energy storage in concentrated solar power (CSP) systems. Appl Energy. 2010;87:496–503.

Article  Google Scholar 

Chakraborty J, Mukherjee S, Sahoo L. An alternative approach for enhanced decision-making using Fermatean fuzzy sets. Spectr Eng Manag Sci. 2024;2(1):135–50. https://doi.org/10.31181/sems21202411j.

Article  Google Scholar 

Čubranić-Dobrodolac M, Jovčić S, Bošković S, Babić D. A decision-making model for professional drivers selection: a hybridized fuzzy–AROMAN–fuller approach. Mathematics. 2023;11(13):2831. https://doi.org/10.3390/math11132831.

Article  Google Scholar 

Dehshiri SJH, Amiri M, Mostafaeipour A, Te L. Integrating blockchain and strategic alliance in renewable energy supply chain toward sustainability: a comparative decision framework under uncertainty. Energy. 2024;304:132136. https://doi.org/10.1016/j.energy.2024.132136.

Article  Google Scholar 

Deng Z, Wang J. New distance measure for Fermatean fuzzy sets and its application. Int J Intell Syst. 2022;37:1903–30.

Article  Google Scholar 

Deveci M, Mishra AR, Rani P, Gokasar I, Isik M, Delen D, Ooi K-B, Daim T. Evaluation of intelligent transportation system implementation alternatives in metaverse using a Fermatean fuzzy distance measure-based OCRA model. Inf Sci. 2024;657:120008. https://doi.org/10.1016/j.ins.2023.120008.

Article  Google Scholar 

Dinçer H, Yüksel S, Eti S. Identifying the right policies for increasing the efficiency of the renewable energy transition with a novel fuzzy decision-making model. J Soft Comput Decis Anal. 2023;1(1):50–62. https://doi.org/10.31181/jscda1120234.

Article  Google Scholar 

Ganie AH, Gheith NEM, Al-Qudah Y, Ganie AH, Sharma SK, Aqlan AM, Khalaf MM. An innovative fermatean fuzzy distance metric with its application in classification and bidirectional approximate reasoning. IEEE Access. 2023;12:4780–91.

Article  Google Scholar 

Gitinavard H. Strategic evaluation of sustainable projects based on hybrid group decision analysis with incomplete information. J Qual Eng Prod Optim. 2019;4(2):17–30.

Google Scholar 

Gitinavard H, Mousavi SM, Vahdani B, Siadat A. A new distance-based decision model in interval-valued hesitant fuzzy setting for industrial selection problems. Sci Iran. 2016;23(4):1928–40.

Google Scholar 

Gitinavard H, Pishvaee MS, Jalalvand F. A hierarchical multi-criteria group decision-making method based on TOPSIS and hesitant fuzzy information. Int J Appl Decis Sci. 2017;10(3):213–32.

Google Scholar 

Golui S, Mahapatra BS, Mahapatra GS. A new correlation-based measure on Fermatean fuzzy applied on multi-criteria decision making for electric vehicle selection. Exp Syst Appl. 2024;237:121605. https://doi.org/10.1016/j.eswa.2023.121605.

Article  Google Scholar 

Hussain A, Ullah K. An intelligent decision support system for spherical fuzzy Sugeno-Weber aggregation operators and real-life applications. Spect Mech Eng Oper Res. 2024;1(1):177–88. https://doi.org/10.31181/smeor11202415.

Article  Google Scholar 

Kara K, Yalçın GC, Acar AZ, Simic V, Konya S, Pamucar D. The MEREC-AROMAN method for determining sustainable competitiveness levels: a case study for Turkey. Socioecon Plann Sci. 2024;91:101762. https://doi.org/10.1016/j.seps.2023.101762.

Article  Google Scholar 

Kauers M, Pillwein V, Saminger-Platz S. Dominance in the family of Sugeno-Weber t-norms. Fuzzy Sets Syst. 2011;181(1):74–87.

Article  MathSciNet  Google Scholar 

Keshavarz-Ghorabaee M, Amiri M, Hashemi-Tabatabaei M, Zavadskas EK, Kaklauskas A. A new decision-making approach based on fermatean fuzzy sets and WASPAS for green construction supplier evaluation. Mathematics. 2020;8(12):01–24.

Article  Google Scholar 

Kirişci M. New cosine similarity and distance measures for Fermatean fuzzy sets and TOPSIS approach. Knowl Inf Syst. 2023;65:855–68.

Article  Google Scholar 

Kumar N, Mahanta J. A matrix norm-based Pythagorean fuzzy metric and its application in MEREC-SWARA-VIKOR framework for solar panel selection. Appl Soft Comput. 2024;158:111592. https://doi.org/10.1016/j.asoc.2024.111592.

Article  Google Scholar 

Kumar R. A comprehensive review of MCDM methods, applications, and emerging trends. Decis Mak Adv. 2025;3(1):185–99. https://doi.org/10.31181/dma31202569.

Article  Google Scholar 

Kumar R, Pamucar D. A comprehensive and systematic review of multi-criteria decision-making (MCDM) methods to solve decision-making problems: two decades from 2004 to 2024. Spect Decis Mak Appl. 2025;2(1):178–97. https://doi.org/10.31181/sdmap21202524.

Article  Google Scholar 

Liu Z. A distance measure of Fermatean fuzzy sets based on triangular divergence and its application in medical diagnosis. J Oper Intell. 2024;2(1):167–78. https://doi.org/10.31181/jopi21202415.

Article  Google Scholar 

Liu Z. A distance measure of Fermatean fuzzy sets based on triangular divergence and its application in medical diagnosis. J Oper Intell. 2024a;2:167–78.

Article  Google Scholar 

Liu Z. Fermatean fuzzy similarity measures based on Tanimoto and Sørensen coefficients with applications to pattern classification, medical diagnosis and clustering analysis. Eng Appl Artif Intell. 2024b;132:107878. https://doi.org/10.1016/j.engappai.2024.107878.

Article  Google Scholar 

Lv Y. Transitioning to sustainable energy: opportunities, challenges, and the potential of blockchain technology. Front Energ Res. 2023;11:1258044. https://doi.org/10.3389/fenrg.2023.1258044.

Article  Google Scholar 

Majd SS, Maleki A, Basirat S, Golkarfard A. Fermatean fuzzy TOPSIS method and its application in ranking business intelligence-based strategies in smart city context. J Oper Intell. 2025;3(1):1–16. https://doi.org/10.31181/jopi31202532.

Article  Google Scholar 

Mishra AR, Rani P, Pamucar D, Alrasheedi AF, Simic V. An integrated picture fuzzy standard deviation and pivot pairwise assessment method for assessing the drivers of digital transformation in higher education institutions. Eng Appl Artif Intell. 2024;133:108508. https://doi.org/10.1016/j.engappai.2024.108508.

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