Skip to main content
Log in

Multi-criteria group decision-making for energy production from municipal solid waste in Iran based on spherical fuzzy sets

  • Original Paper
  • Published:
Granular Computing Aims and scope Submit manuscript

Abstract

Energy production from the waste is an innovative idea to be implemented that can significantly raise one’s energy production capacity via some adaptable waste-to-energy technology. This study ponders over the municipal solid waste management problem to dispose off the waste in a sanitary, beneficial and environmental friendly manner to reduce the large volume of waste. To target the waste management problem, this article designs a multi-criteria group decision-making technique to capture all the elements of the considered problem within the governance of a decision-making team. The proposed approach, spherical fuzzy ELECTRE III method, has the supplementary potential to delicately treat the pseudo criteria for the authentic investigation of the outranking relations unlike the traditional variants of ELECTRE methods which proceed on the concept of concordance and discordance sets. The proposed technique is privileged to derive the preferences in terms of indifference, strong and weak preference relations by carefully examining the explicit behavior of each criterion in accordance to indifference, preference and veto threshold values. Nextly, this study addresses the case of municipal waste management of the Azerbaijan region in Iran and investigates different waste-to-energy technologies by the proposed SF-ELECTRE III method. To enlighten the consistency of proposed approach, a comparative study with existing SF-PROMETHEE methods is conducted that includes the numerical results and logical arguments.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Similar content being viewed by others

Data availability

No data were used to support this study.

References

  • Abedi M, Torabi SA, Norouzi GH, Hamzeh M (2012) ELECTRE III: a knowledge-driven method for integration of geophysical data with geological and geochemical data in mineral prospectivity mapping. J Appl Geophys 87:9–18

    Article  Google Scholar 

  • Akram M, Martino AP (2023) Multi-attribute group decision making based on T-spherical fuzzy soft rough average aggregation operators. Granul Comput 8:171–207

    Article  Google Scholar 

  • Akram M, Ilyas F, Al-Kenani AN (2021a) Two-phase group decision-aiding system using ELECTRE III method in Pythagorean fuzzy environment. Arab J Sci Eng 46(4):3549–3566

    Article  Google Scholar 

  • Akram M, Ilyas F, Garg H (2021b) ELECTRE-II method for group decision-making in Pythagorean fuzzy environment. Appl Intell 51:8701–8719

    Article  Google Scholar 

  • Akram M, Kahraman C, Luqman A (2021c) Hesitant Pythagorean fuzzy ELECTRE-II method for multi-criteria decision-making problems. Appl Soft Comput 108:107479

    Article  Google Scholar 

  • Akram M, Zahid K, Alcantud JCR (2022a) A new outranking method for multicriteria decision making with complex Pythagorean fuzzy information. Neural Comput Appl 34(10):8069–8102

    Article  Google Scholar 

  • Akram M, Zahid K, Kahraman C (2022b) A PROMETHEE based outranking approach for the construction of Fangcang shelter hospital using spherical fuzzy sets. Artif Intell Med 135:102456

    Article  Google Scholar 

  • Akram M, Khan A, Luqman A, Senapati T, Pamuçar D (2023a) An extended MARCOS method for MCGDM under 2-tuple linguistic q-rung picture fuzzy environment. Eng Appl Artif Intell 120:105892

    Article  Google Scholar 

  • Akram M, Deveci M, Noreen U (2023b) Enhanced ELECTRE II method with 2-tuple linguistic m-polar fuzzy sets for multi-criteria group decision making. Expert Syst Appl 213:119237

    Article  Google Scholar 

  • Akram M, Zahid K, Deveci M (2023c) Multi-criteria group decision-making for optimal management of water supply with fuzzy ELECTRE-based outranking method. Appl Soft Comput 143:110403

    Article  Google Scholar 

  • Akram M, Zahid K, Kahraman C (2023d) New optimization technique for group decision analysis with complex Pythagorean fuzzy sets. J Intell Fuzzy Syst 44(3):3621–3645

    Article  Google Scholar 

  • Akram M, Zahid K, Kahraman C (2023e) Integrated outranking techniques based on spherical fuzzy information for the digitalization of transportation system. Appl Soft Comput 134:109992

    Article  Google Scholar 

  • Ashraf S, Abdullah S, Mahmood T, Ghani F, Mahmood T (2019) Spherical fuzzy sets and their applications in multi-attribute decision making problems. J Intell Fuzzy Syst 36(3):2829–2844

    Article  Google Scholar 

  • Atanassov KT (1986) Intuitionistic fuzzy sets. Fuzzy Sets Syst 20(1):87–96

    Article  MathSciNet  MATH  Google Scholar 

  • Benayoun R, Roy B, Sussman N (1966) Manual de réference du programme ELECTRE. Note Synth Formation 25:79

    Google Scholar 

  • Buchanan JT, Sheppard PJ, Vanderpooten D (1999) Project ranking using ELECTRE III. University of Waikato, Department of Management Systems

  • Campos U, Zamenian H, Koo DD, Goodman DW (2015) Waste-to-energy (WTE) technology applications for municipal solid waste MSW) treatment in the urban environment. Int J Emerg Technol Adv Eng 5(2):504–508

    Google Scholar 

  • Chen SJ, Chen SM (2001) A new method to measure the similarity between fuzzy numbers. Proceedings of the 10th IEEE international conference on fuzzy systems 3, Melbourne, Australia, pp 1123–1126

  • Chen TY (2014a) An ELECTRE-based outranking method for multiple criteria group decision making using interval type-2 fuzzy sets. Inf Sci 263:1–21

    Article  MathSciNet  MATH  Google Scholar 

  • Chen TY (2014b) Multiple criteria decision analysis using a likelihood-based outranking method based on interval-valued intuitionistic fuzzy sets. Inf Sci 286:188–208

    Article  Google Scholar 

  • Chen TY (2020) New Chebyshev distance measures for Pythagorean fuzzy sets with applications to multiple criteria decision analysis using an extended ELECTRE approach. Expert Syst Appl 147:113164

    Article  Google Scholar 

  • Chen SM, Jian WS (2017) Fuzzy forecasting based on two-factors second-order fuzzy-trend logical relationship groups, similarity measures and PSO techniques. Inf Sci 391:65–79

    Article  MathSciNet  Google Scholar 

  • Chen SM, Lin HL (2005) Generating weighted fuzzy rules for handling classification problems. Int J Electron Bus Manag 3(2):116–128

    Google Scholar 

  • Chen SM, Niou SJ (2011) Fuzzy multiple attributes group decisio-making based on fuzzy preference relations. Expert Syst Appl 38:3865–3872

    Article  Google Scholar 

  • Chen SM, Phuong BD (2017) Fuzzy time series forecasting based on partitions of intervals optimal weighting vectors. Knowl Based Syst 118:204–216

    Article  Google Scholar 

  • Chen SM, Randyanto Y (2013) A novel similarity measure between intuitionistic fuzzy sets and its applications. Int J Pattern Recognit Artif Intell 27(7):1350021

    Article  Google Scholar 

  • Chen SM, Wang CH (2009) Fuzzy risk analysis based on ranking fuzzy numbers using a-cuts, belief features and signal/noise ratios. Expert Syst Appl 36(3):5576–5581

    Article  MathSciNet  Google Scholar 

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

    Article  Google Scholar 

  • Chen SM, Ko YK, Chang YC, Pan JS (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 SM, Randyanto Y, Cheng SH (2016) Fuzzy queries processing based on intuitionistic fuzzy social relational networks. Inf Sci 327:110–124

    Article  MathSciNet  MATH  Google Scholar 

  • Cuong BC, Kreinovich V (2013) Picture fuzzy sets—a new concept for computational intelligence problems. 2013 third world congress on information and communication technologies (WICT 2013), Hanoi, Vietnam. https://doi.org/10.1109/WICT.2013.7113099

  • Deveci M, Demirel NÇ, John R, Özcan E (2015) Fuzzy multi-criteria decision making for carbon dioxide geological storage in Turkey. J Nat Gas Sci Eng 27:692–705

    Article  Google Scholar 

  • Deveci M, Cali U, Kucuksari S, Erdogan N (2020) Interval type-2 fuzzy sets based multi-criteria decision-making model for offshore wind farm development in Ireland. Energy 198:117317

    Article  Google Scholar 

  • Figueira JR, Mousseau V, Roy B (2016) ELECTRE methods. In: Greco S, Ehrgott M, Figueira J (eds) Multiple criteria decision analysis. International series in operations research and management science, vol 233. Springer, New York, pp 155–185

    Google Scholar 

  • Gao T, Na S, Dang X, Zhang Y (2018) Study of the competitiveness of Quanzhou port on the belt and road in China based on a fuzzy-AHP and ELECTRE III model. Sustainability 10(4):1253

    Article  Google Scholar 

  • Grolleau J, Tergny J (1971) Manuel de réference du programme ELECTRE II, Document de travail 24. SEMA-METRA International, Direction Sci

  • Gündogdu FK, Kahraman C (2019) Spherical fuzzy sets and spherical fuzzy TOPSIS method. J Intell Fuzzy Syst 36(1):337–352

    Article  MATH  Google Scholar 

  • Gupta R, Kumar S (2022) Intuitionistic fuzzy scale-invariant entropy with correlation coefficients-based VIKOR approach for multi-criteria decision-making. Granul Comput 7(1):77–93

    Article  Google Scholar 

  • Ka B (2011) Application of fuzzy AHP and ELECTRE to China dry port location selection. Asian J Shipp Logist 27(2):331–353

    Article  Google Scholar 

  • Kahraman C, Gündogdu FK (2018) From 1D to 3D membership: spherical fuzzy sets BOS / SOR 2018, Polish Operational Systems Research Society, September 24th-26th 2018. Palais Staszic, Warsaw

    Google Scholar 

  • Kahraman C, Gündogdu FK (2021) Decision making with spherical fuzzy sets, 392nd edn. Springer, Cham

    Book  MATH  Google Scholar 

  • Karagiannidis A, Moussiopoulos N (1997) Application of ELECTRE III for the integrated management of municipal solid wastes in the Greater Athens Area. Eur J Oper Res 97(3):439–449

    Article  MATH  Google Scholar 

  • Kumar K, Chen SM (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 SM (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 

  • Kumar S, Arya V, Kumar S, Dahiya A (2022) A new picture fuzzy its application based on combined picture fuzzy methodology with partial weight information. Int J Fuzzy Syst 24:3208–3225

    Article  Google Scholar 

  • La Fata CM, Lupo T, Piazza T (2019) Service quality benchmarking via a approach based on fuzzy ELECTRE III IPA: an empirical case involving the Italian public healthcare healthcare context. Health Care Manag Sci 22(1):106–120

    Article  Google Scholar 

  • Leyva-Lopez JC, Fernandez-Gonzalez E (2003) A new method method for group decision support based on ELECTRE III methodology. Eur J Oper Res 148(1):14–27

    Article  MATH  Google Scholar 

  • Li HF, Wang JJ (2007) An improved ranking method for ELECTRE III. In: 2007 international conference on wireless communications, networking and mobile computing. IEEE, pp 6659-6662

  • Liang WZ, Zhao GY, Luo SZ (2018) An integrated EDAS-ELECTRE method with picture fuzzy information for cleaner production evaluation in gold mines. IEEE Access 6:65747–65759

    Article  Google Scholar 

  • Liang WZ, Dai B, Zhao GY, Wu H (2019) Performance evaluation of green mine using a combined multi-criteria decision making method with picture fuzzy information. IEEE Access 7:174139–174154

    Article  Google Scholar 

  • Liao H, Wu X, Mi X, Herrera F (2020) An integrated method for cognitive complex multiple experts multiple criteria decision making based on ELECTRE III with weighted Borda rule. Omega 93:102052

    Article  Google Scholar 

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

    Article  MathSciNet  MATH  Google Scholar 

  • Lopez JCL, Solares E, Figueira JR (2022) An evolutionary approach for inferring the model parameters of the hierarchical ELECTRE III method. Inf Sci 607:705–726

    Article  Google Scholar 

  • Lupo T (2015) Fuzzy ServPerf model combined with ELECTRE III to comparatively evaluate service quality of international airports in Sicily. J Air Transp Manag 42:249–259

    Article  Google Scholar 

  • Mahmood T, Ullah K, Khan Q, Jan N (2019) An approach toward decision-making and medical diagnosis problems using the concept of spherical fuzzy sets. Neural Comput Appl 31(11):7041–7053

    Article  Google Scholar 

  • Marzouk MM (2011) ELECTRE III model for value engineering applications. Autom Constr 20(5):596–600

    Article  Google Scholar 

  • Mei Y, Xie K (2018) Evacuation strategy of emergent event in metro station station based on the ELECTRE method. Granul Comput 3:209–218

    Article  Google Scholar 

  • Meiqin W, Jiawen S, Jianping F (2023) ITARA ELECTRE III three-way decision model in the spherical fuzzy environment its application in customer selection. J Intell Fuzzy Syst 44(6):10067–10084

    Article  Google Scholar 

  • Menekse A, Camgoz-Akdag H (2022) Internal audit planning using spherical fuzzy ELECTRE. Appl Soft Comput 114:108155

    Article  Google Scholar 

  • Meng F, Ding Y (2020) An improved ELECTRE-III for recommending new energy energy vehicles with heterogeneous decision-making information Int J Model Identif. Control 34(4):328–341

    Google Scholar 

  • Montazer GA, Saremi HQ, Ramezani M (2009) Design a new mixed expert decision aiding system using fuzzy ELECTRE III method for vendor selection. Expert Syst Appl 36(8):10837–10847

    Article  Google Scholar 

  • Muneeza Abdullah S, Qiyas M, Khan MA (2021) Multi-criteria decision making based on intuitionistic cubic fuzzy numbers. Granul Comput 7:217–227

    Article  Google Scholar 

  • Noori A, Bonakdari H, Morovati K, Gharabaghi B (2020) Development of water supply plan using integrated fuzzy Delphi and fuzzy ELECTRE III methods-case study of the Gamasiab basin. Expert Syst 37(5):e12568

    Article  Google Scholar 

  • Pamučar D, Chatterjee K, Zavadskas EK (2019) Assessment of third-party logistics provider using multi-criteria decision-making approach based on interval rough numbers. Comput Ind Eng 127:383–407

    Article  Google Scholar 

  • Pamučar D, Ecer F, Deveci M (2021) Assessment of alternative fuel vehicles for sustainable road transportation of United States using integrated fuzzy FUCOM and neutrosophic fuzzy MARCOS methodology. Sci Total Environ 788:147763

    Article  Google Scholar 

  • Papadopoulos A, Karagiannidis A (2008) Application of the multi-criteria analysis method Electre III for the optimisation of decentralised energy decentralised energy systems. Omega 36(5):766–776

    Article  Google Scholar 

  • Peng JJ, Wang JQ, Wang J, Yang LJ, Chen XH (2015) An extension of ELECTRE to multi-criteria decision-making problems with multi-hesitant fuzzy sets. Inf Sci 307:113–126

    Article  MathSciNet  MATH  Google Scholar 

  • Phochanikorn P, Tan C, Chen W (2020) Barriers analysis for reverse logistics in Thailand’s palm oil industry using fuzzy multi-criteria decision-making method for prioritizing the solutions. Granul Comput 5:419–436

    Article  Google Scholar 

  • Rogers M, Bruen M, Maystre LY (2013) Electre and decision support: methods and applications in engineering and infrastructure investment. Springer Science & Business Media, Berlin

    Google Scholar 

  • Roy B (1968) Classement et choix en présence de points de vue multiples Revue française d’informatique et de recherche opérationnelle 2(8):57–75

  • Roy B (1978) ELECTRE III: Un algorithme de classements fondé sur une représentation floue des préférences en présence de critères multiples 20(1):3–24

  • Roy B (1991) The outranking approach and the foundations of electre methods. Theory Decis 31:49–73

    Article  MathSciNet  Google Scholar 

  • Roy B, Hugonnard JC (1982) Classement des prolongements de lignes de de metro en banlieue parisiennepresentation d’une methode multicritere originale. Cahiers du CERO 24:153–171

    Google Scholar 

  • Roy B, Figueira JR, Almeida-Dias J (2014) Discriminating thresholds as a tool to cope with imperfect knowledge in multiple criteria decision aiding: theoretical results and practical issues. Omega 43:9–20

    Article  Google Scholar 

  • Sarwar M, Gulzar W, Ashraf S (2023) Improved risk assessment model based on rough integrated clouds and ELECTRE-II method: an application to intelligent manufacturing process. Granul Comput. https://doi.org/10.1007/s41066-023-00385-y

    Article  Google Scholar 

  • Shen VR, Chung YF, Chen SM, Guo JY (2013) A novel reduction approach for Petri net systems based on matching theory. Expert Syst Appl 40(11):4562–4576

    Article  Google Scholar 

  • Shen F, Xu J, Xu Z (2015) An automatic ranking approach for multi-criteria group decision making under intuitionistic fuzzy environment. Fuzzy Optim Decis Mak 14:311–334

    Article  MathSciNet  MATH  Google Scholar 

  • Shen F, Lan D, Li Z (2017) An intuitionistic fuzzy ELECTRE-III method for credit risk assessment. In: Xu J, Hajiyev A, Nickel S, Gen M (eds) Proceedings of the tenth international conference on management science and engineering management advances in intelligent systems and computing, vol 502. Springer, Singapore, pp 289–296

  • Takeda E (2001) A method for multiple pseudo-criteria decision problems. Comput Oper Res 28(14):1427–1439

    Article  MathSciNet  MATH  Google Scholar 

  • Torkayesh AE, Fathipoir F, Saidi-Mehrabd M (2019) Entropy-based multi-criteria analysis of thermochemical conversions for energy recovery from municipal solid waste using fuzzy VIKOR and ELECTRE III: case of Azerbaijan region. Iran J Energy Manag Technol 3(1):17–29

    Google Scholar 

  • Vallee D, Zielniewicz P (1994) ELECTRE III-IV, version 3x: Guide D’Utilisation Document de LAMSADE, No 85, Universite Paris-Dauphine

  • Wu MC, Chen TY (2011) The ELECTRE multicriteria analysis approach based on Atanassov’s intuitionistic fuzzy sets. Expert Syst Appl 38(10):12318–12327

    Article  Google Scholar 

  • Wu Y, Zhang J, Yuan J, Geng S, Zhang H (2016) Study of decision framework of offshore wind power station site selection based on ELECTRE-III under intuitionistic fuzzy environment: A case of China. Energy Convers Manag 113:66–81

    Article  Google Scholar 

  • Yager RR (2013b) Pythagorean fuzzy subsets. In: 2013 Joint IFSA World Congress and NAFIPS Annual Meeting (IFSA/NAFIPS), pp 57–61

  • Yager RR (2013a) Pythagorean membership grades in multicriteria decision making. IEEE Trans Fuzzy Syst 22(4):958–965

    Article  Google Scholar 

  • Yu X, Zhang S, Liao X, Qi X (2018) ELECTRE methods in prioritized MCDM environment. Inf Sci 424:301–316

    Article  MathSciNet  Google Scholar 

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

    Article  MATH  Google Scholar 

  • Zahid K, Akram M, Kahraman C (2022) A new ELECTRE-based method for group decision-making with complex spherical fuzzy information. Knowl Based Syst 243:108525

    Article  Google Scholar 

  • Zou XY, Chen SM, Fan KY (2020) Multiple attribute decision making using improved intuitionistic fuzzy weighted geometric operators of intuitionistic fuzzy values. Inf Sci 535:242–253

    Article  MathSciNet  MATH  Google Scholar 

Download references

Funding

This research project is funded by higher education commission Pakistan under indigenous fellowship program.

Author information

Authors and Affiliations

Authors

Contributions

KZ and MA conceptualized and designed the study, analyzed the data, and wrote the manuscript.

Corresponding author

Correspondence to Muhammad Akram.

Ethics declarations

Conflict of interest

The authors declare no conflict of interest.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Zahid, K., Akram, M. Multi-criteria group decision-making for energy production from municipal solid waste in Iran based on spherical fuzzy sets. Granul. Comput. 8, 1299–1323 (2023). https://doi.org/10.1007/s41066-023-00419-5

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s41066-023-00419-5

Keywords

Navigation