A novel hybrid multi-criteria group decision-making approach with intuitionistic fuzzy sets to design reverse supply chains for COVID-19 medical waste recycling channels.

Sen Liu, Jinxin Zhang, Ben Niu, Ling Liu, Xiaojun He
Author Information
  1. Sen Liu: School of Logistics, Yunnan University of Finance and Economics, Kunming 650221, China.
  2. Jinxin Zhang: School of Logistics, Yunnan University of Finance and Economics, Kunming 650221, China.
  3. Ben Niu: College of Management, Shenzhen University, Shenzhen 518060, China.
  4. Ling Liu: School of Logistics, Yunnan University of Finance and Economics, Kunming 650221, China.
  5. Xiaojun He: School of Logistics, Yunnan University of Finance and Economics, Kunming 650221, China.

Abstract

The COVID-19 pandemic has led to exponential growth in COVID-19 medical waste (CMW) generation worldwide. This tremendous growth in CMW is a major transmission medium for COVID-19 virus and thus brings serious challenges to medical waste (MW) management. Designing an efficient and reliable CMW reverse supply chain in this situation can help to prevent epidemic spread. Nowadays, the assessment of CMW recycling channels has become a challenging mission for health-care institutions, especially in developing countries. It can be seen as a complex multi-criteria group decision-making (MCGDM) problem that requires the consideration of multiple conflicting tangible and intangible criteria. Nevertheless, few academics have been concerned about this issue. Moreover, current MCGDM methods have limited support for CMW recycling channel evaluation and they do not consider hospitals' reverse supply chain strategy when evaluating. Thus, this study presents a novel MCGDM approach based on intuitionistic fuzzy sets (IFSs) and the VIKOR method for assessing the capacity of CWM recycling channels. According to the characteristics of CMW, processing flow and the TOE (Technology, Organization and Environment) theoretical framework, we established a new CMW recycling channel capacity evaluation index system which makes our proposed method more targeted and efficient. In the decision-making process, we integrate the best-worst method (BWM) and entropy to determine the decision makers (DMs) weighting in a more comprehensive way, considering both subjective and objective criteria, which was ignored by many MCGDM methods. A new aggregation operator called IFWA is proposed by us, considering the priority of DMs. Based on both the ranking of capacity and disposal charges, we then position the alternatives in the recycling channel priority index (RCPI) matrix constructed by us. According to this PCPI matrix and the reverse supply chain strategy of hospitals, a more reasonable CMW allocation strategy is determined and a more efficient CMW reverse supply chain is designed. Finally, a real case study from Wuhan was examined to illustrate the validation of our approach.

Keywords

References

  1. Int J Environ Res Public Health. 2020 Mar 09;17(5): [PMID: 32182811]
  2. Waste Manag. 2010 Aug-Sep;30(8-9):1729-36 [PMID: 20303733]
  3. Case Stud Chem Environ Eng. 2020 May;1:100006 [PMID: 38620229]
  4. Case Stud Chem Environ Eng. 2020 Sep;2:100060 [PMID: 38620802]
  5. Resour Conserv Recycl. 2021 Jan;164:105074 [PMID: 32834492]
  6. Comput Ind Eng. 2021 Jan;151:106959 [PMID: 36568584]
  7. Resour Conserv Recycl. 2021 Jul;170:105600 [PMID: 33821099]
  8. Waste Manag. 2021 May 1;126:388-399 [PMID: 33827006]
  9. Sci Total Environ. 2021 Jan 15;752:142259 [PMID: 33207488]
  10. Int J Med Inform. 2018 Oct;118:5-15 [PMID: 30153921]
  11. Waste Manag. 2020 Jul 15;113:197-209 [PMID: 32535372]
  12. Waste Manag. 2017 Jan;59:508-517 [PMID: 27866995]
  13. Sci Total Environ. 2021 Jul 15;778:146220 [PMID: 33711590]
  14. N Engl J Med. 2020 Apr 16;382(16):1564-1567 [PMID: 32182409]
  15. Waste Manag. 2013 Dec;33(12):2744-51 [PMID: 24011433]
  16. Waste Manag. 2017 Sep;67:3-10 [PMID: 28532622]
  17. Resour Conserv Recycl. 2020 Oct;161:104947 [PMID: 32412552]
  18. Environ Pollut. 2021 May 1;276:116621 [PMID: 33592442]
  19. Environ Pollut. 2020 Jul;262:114665 [PMID: 32443202]
  20. J Clean Prod. 2021 Jan 25;281:125175 [PMID: 33223625]
  21. J Hosp Infect. 2020 Mar;104(3):246-251 [PMID: 32035997]
  22. Chemosphere. 2021 Jul;275:130092 [PMID: 33984908]
  23. Case Stud Chem Environ Eng. 2020 Sep;2:100029 [PMID: 38620325]
  24. Chem Eng J. 2021 Feb 1;405:126683 [PMID: 32834764]
  25. J Environ Manage. 2015 Nov 1;163:98-108 [PMID: 26301686]
  26. Am J Infect Control. 2020 Aug;48(8):918-921 [PMID: 32504761]
  27. Sci Total Environ. 2020 Aug 10;729:138705 [PMID: 32361432]
  28. Artif Intell Med. 2021 Jan;111:101983 [PMID: 33461683]
  29. Environ Sci Pollut Res Int. 2021 Aug;28(30):40311-40321 [PMID: 32970259]
  30. Waste Manag. 2017 Nov;69:518-534 [PMID: 28886977]
  31. Sci Total Environ. 2021 Feb 20;756:143607 [PMID: 33220997]
  32. IEEE Trans Cybern. 2022 Oct;52(10):11081-11092 [PMID: 34003760]

Word Cloud

Created with Highcharts 10.0.0CMWrecyclingCOVID-19supplymedicalwastereversechainMCGDMchannelstrategyefficientchannelsdecision-makingapproachmethodcapacitygrowthcanmulti-criteriagroupcriteriamethodsevaluationstudynovelintuitionisticfuzzysetsAccordingnewindexproposedDMsconsideringusprioritymatrixallocationpandemicledexponentialgenerationworldwidetremendousmajortransmissionmediumvirusthusbringsseriouschallengesMWmanagementDesigningreliablesituationhelppreventepidemicspreadNowadaysassessmentbecomechallengingmissionhealth-careinstitutionsespeciallydevelopingcountriesseencomplexproblemrequiresconsiderationmultipleconflictingtangibleintangibleNeverthelessacademicsconcernedissueMoreovercurrentlimitedsupportconsiderhospitals'evaluatingThuspresentsbasedIFSsVIKORassessingCWMcharacteristicsprocessingflowTOETechnologyOrganizationEnvironmenttheoreticalframeworkestablishedsystemmakestargetedprocessintegratebest-worstBWMentropydeterminedecisionmakersweightingcomprehensivewaysubjectiveobjectiveignoredmanyaggregationoperatorcalledIFWABasedrankingdisposalchargespositionalternativesRCPIconstructedPCPIhospitalsreasonabledetermineddesignedFinallyrealcaseWuhanexaminedillustratevalidationhybriddesignchainsReverse

Similar Articles

Cited By (10)