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Studies in Fuzziness and Soft Computing Laxminarayan Sahoo Tapan Senapati Ronald R. Yager   Editors Real Life Applications of Multiple Criteria Decision Making Techniques in Fuzzy Domain Studies in Fuzziness and Soft Computing Volume 420 SeriesEditor JanuszKacprzyk,SystemsResearchInstitute,PolishAcademyofSciences, Warsaw,Poland The series “Studies in Fuzziness and Soft Computing” contains publications on various topics in the area of soft computing, which include fuzzy sets, rough sets, neural networks, evolutionary computation, probabilistic and evidential reasoning, multi-valuedlogic,andrelatedfields.Thepublicationswithin“StudiesinFuzziness and Soft Computing” are primarily monographs and edited volumes. They cover significant recent developments in the field, both of a foundational and applicable character. An important feature of the series is its short publication time and world-wide distribution. This permits a rapid and broad dissemination of research results. IndexedbySCOPUS,DBLP,WTIFrankfurteG,zbMATH,SCImago. AllbookspublishedintheseriesaresubmittedforconsiderationinWebofScience. · · Laxminarayan Sahoo Tapan Senapati Ronald R. Yager Editors Real Life Applications of Multiple Criteria Decision Making Techniques in Fuzzy Domain Editors LaxminarayanSahoo TapanSenapati DepartmentofComputerand SchoolofMathematicsandStatistics InformationScience SouthwestUniversity RaiganjUniversity Chongqing,China Raiganj,WestBengal,India RonaldR.Yager MachineIntelligenceInstitute IonaCollege NewRochelle,NY,USA ISSN 1434-9922 ISSN 1860-0808 (electronic) StudiesinFuzzinessandSoftComputing ISBN 978-981-19-4928-9 ISBN 978-981-19-4929-6 (eBook) https://doi.org/10.1007/978-981-19-4929-6 ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicensetoSpringerNature SingaporePteLtd.2023 Thisworkissubjecttocopyright.AllrightsaresolelyandexclusivelylicensedbythePublisher,whether thewholeorpartofthematerialisconcerned,specificallytherightsoftranslation,reprinting,reuse ofillustrations,recitation,broadcasting,reproductiononmicrofilmsorinanyotherphysicalway,and transmissionorinformationstorageandretrieval,electronicadaptation,computersoftware,orbysimilar ordissimilarmethodologynowknownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthors,andtheeditorsaresafetoassumethattheadviceandinformationinthisbook arebelievedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsor theeditorsgiveawarranty,expressedorimplied,withrespecttothematerialcontainedhereinorforany errorsoromissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictional claimsinpublishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSingaporePteLtd. The registered company address is: 152 Beach Road, #21-01/04 Gateway East, Singapore 189721, Singapore To, Myheavenlyparents; mysoulmateAnima; andmydaughterAaratrika —LaxminarayanSahoo To, Myparents; mybetterhalfSwagata; andmysonAyush —TapanSenapati To, MylovelywifeRacheltowhomIamgrateful forallherhelp —RonaldR.Yager Preface Nowadays,competitivenessinallbusinesssectorsisduetothenumberofcompa- nies and the requirements of decision makers and users. Several companies focus on the development and accretion of systems with a high level of reliability and dependability. Also, in the present situation, the compulsion on different manu- facturing companies to appraise the most effective ways to control business poli- cies has become a formidable task. Again, with continued economic deregulation, increasedsafety,risingcustomerexpectations,risingglobalization,refinedmodern technologicalsystems,andaconstantlychangingmodeofbusiness,thecompany’s manager faces a stressful ritual for maintaining the business systems. Moreover, duetouncontrollablefactorsofthedynamiceconomicenvironment,themanagers ordecisionmakersofthemanufacturingcompanyfacealotofdifficulties.Conse- quently,parametersrelatingtodecisionmakingmayariseintermsofimpreciseness orlackofproperinformation,anduncertaintyoccursateachandeverystepleading to suitable decisions. The possibility for decision makers to incorporate and make senseofinformationisextremelycrucialtotheirdecisionmakingattimesofemer- gency.Allgovernmentsaroundtheglobehavebeenfacedwiththedifficulttaskof making decisions in the interest of public health and safety during the COVID-19 crisis. In general, officials must deal with a risk whose extent is unclear, and they mustdosoundertimeconstraintsandinthefaceofsignificantuncertainties.Various solution methodologies have been proposed over the last decades to deal with the challengesofuncertainty.Recentdevelopmentsinfuzzysystemsandtheirapplica- tiontomultiplecriteriadecisionmakinghaveprovidedtheeffectivenesstomanage thedifficultiesandsolvereal-worldproblemswithimpreciseparameters.Thisedited book, entitled Real Life Applications of Multiple Criteria Decision Making Tech- niques in Fuzzy Domain, includes invited chapters relevant to the subject matter andinnovativesolutionmethodologiestogriptheresearchissuesintheunderlying domains.Thecontributionsofeachandeveryoneofthemhavebeenhighlightedin thefollowingparagraphs. Chapter “Generalized Dombi Weighted Aggregation Operators for Multi-at- tribute Decision Making with Hesitant Fuzzy Information” deals with general- ized Dombi weighted aggregation operators for multi-attribute decision making vii viii Preface with hesitant fuzzy information. Chapter “A Novel Extended Fermatean Fuzzy FrameworkforEvaluatingtheChallengestoSustainableSmartCityDevelopment” presents a novel extended Fermatean fuzzy framework for evaluating the chal- lenges to sustainable smart city development. Chapter “Nonlinear Scaled Prefer- ences in Linguistic Multi-criteria Group Decision Making” addresses nonlinear scaledpreferencesinlinguisticmulti-criteriagroupdecisionmaking.TheCombined CompromiseSolution(COCOSO)methodandthenewlydevelopedMultipleExpert Multiple Criteria Decision Making (MEMCDM) technique have been discussed in Chapter “Fermatean Fuzzy Combined Compromise Solution Multiple Expert MultipleCriteriaDecision-MakingApproach”inthecontextofCOCOSOandcoef- ficientofvariationmethodswithFermateanfuzzyinformation.Chapter“Multi-cri- teria Decision Analysis and Fuzzy-Decision-Making Trial and Evaluation Labora- tory(MCDAandF-DEMATEL)MethodforFlippedandSustainableMathematics Teaching as a Real-Life Application” explores multi-criteria decision analysis and fuzzy decision-making trial and evaluation laboratory (MCDA and F-DEMATEL) methodsforflippedandsustainablemathematicsteachingasareal-lifeapplication. Accountingforuncertaintyanddisagreementinmulti-criteriadecisionmakingusing triangularfuzzynumbersandMonteCarlosimulation:Acasestudyaboutselecting measures for remediation of agricultural land after radioactive contamination has beenaddressedinChapter“AccountingforUncertaintyandDisagreementinMulti- -criteriaDecisionMakingUsingTriangularFuzzyNumbersandMonteCarloSimu- lation: A Case Study About Selecting Measures for Remediation of Agricultural LandAfterRadioactive Contamination”. Chapter “AnIT2FBWMModeltoHigh- light the Significance of Factors Utilized in Determining Pandemic Hospital Site Selection” provides an IT2FBWM model to highlight the significance of factors utilized in determining pandemic hospital site selection. Group decision-making analysisunderinterval-valuedq-rungorthopairfuzzysoftexpertsetsisaddressedin Chapter“GroupDecision-MakingAnalysisUnderInterval-Valuedq-rungOrthopair FuzzySoftExpertSets”.InChapter“InformationAggregationApproachesforMulti- -criteriaApplications”,theauthorspresentinformationaggregationapproachesfor multi-criteria applications. In Chapter “Generalized Interval-Valued Intuitionistic Hesitant Fuzzy Power Bonferroni Means and Their Applications to Multicriteria DecisionMaking”,theauthorsexplaingeneralizedinterval-valuedintuitionistichesi- tantfuzzypowerBonferronimeansandtheirapplicationstomulti-criteriadecision making.ModifiedSenapatiandYager’sFermateanfuzzydistanceanditsapplication instudents’courseplacementinthetertiaryinstitutionhasbeenstudiedinChapter “Modified Senapati and Yager’s Fermatean Fuzzy Distance and Its Application inStudents’CoursePlacementinTertiaryInstitution”.Chapter“AFuzzyDecision MakingInventoryModelforDeterioratingItemsUnderDiscountedPartialAdvance– Partial Delayed Payment Strategy” deals with a fuzzy decision-making inventory model for deteriorating items under a discounted partial advance-partial delayed Preface ix paymentstrategy.Chapter“TheEffectofSolventsontheOxidationofAcetaldehyde UsingTOPSISMethodinaFuzzyEnvironment”discussestheeffectofsolventson theoxidationofacetaldehydeusingtheTOPSISmethodinafuzzyenvironment.In Chapter “Solution of Airport Gate Reassignment Problem Under Uncertain Envi- ronment”, the solution to the airport gate re-assignment problem under an uncer- tainenvironmenthasbeendiscussed.Abi-levelapproachfore-biddingauctionwith regrettheoryhasbeendiscussedinChapter“BilevelApproachforE-BiddingAuction withRegretTheory”.Chapter“EvaluationofSustainableGreenBuildingIndicators by Fuzzy Multi-criteria Decision Making” explores the evaluation of sustainable green building indicators by fuzzy multi-criteria decision making. Solving multi- objective linear fractional programming problems utilizing (α, β)-cut in the trian- gular intuitionistic fuzzy setup has been provided in Chapter “Solving Multi-ob- jective Linear Fractional Programming Problem Utilizing (α, β)-Cut in Triangular IntuitionisticFuzzySetup”.InChapter“q-RungOrthopairFuzzy2-TupleLinguistic Hamy Mean Operators for MAGDM with Modified EDAS Method”, the authors presentamodifiedEDASmethodtoexploreq-rungorthopairfuzzy2-tuplelinguistic HamymeanoperatorsforMAGDM.ThesphericalfuzzyDEMATELmethodisused in Chapter “Determining the Importance Level of Effective Criteria in the Health Information System Selection via Spherical Fuzzy DEMATEL Method” to deter- mine the importance level of effective criteria in the selection of health informa- tion systems. Score function-based effective ranking of interval-valued Fermatean fuzzysetsanditsapplicationstomulti-criteriadecision-making(MCDM)problem have been studied in Chapter “Score Function-Based Effective Ranking of Inter- val-Valued Fermatean Fuzzy Sets and Its Applications to Multi-criteria Decision Making(MCDM)Problem”.Chapter“AFuzzyEOQmodelforDeterioratingItems Under Trade Credit Policy with Unfaithfulness Nature of Customers” presents a fuzzy EOQ model for deteriorating items under a trade credit policy with the unfaithfulness of customers. In Chapter “Comparison of Herd Tracking Systems Using Fuzzy Logic-Based Multi-Criteria Decision Making Methods”, the authors provideacomparisonofherdtrackingsystemsusingfuzzylogic-basedmulti-criteria decision-makingmethods.InChapter“Multi-criteriaDecisionMakingandItsAppli- cationtoOnlineLearningPlatformSelectionDuringtheCOVID-19PandemicBased onTOPSISMethod”,theauthorsexplainmulti-criteriadecisionmakinganditsappli- cationtoonlinelearningplatformselectionduringtheCOVID-19pandemic,based ontheTOPSISmethod.Chapter“AComprehensiveStudyonNeutrosophicFuzzy SolidTransportationModelandItsSolutionTechnique”providesacomprehensive studyontheneutrosophicfuzzysolidtransportationmodelanditssolutiontechnique. Cubicpicturehesitantfuzzylinearspacesandtheirapplicationsinmulti-criteriadeci- sion making have been reported in Chapter “Cubic Picture Hesitant Fuzzy Linear SpacesandTheirApplicationsinMultiCriteriaDecisionMaking”.InChapter“New RankingApproachtoSolveMCDMProblemswithGeneralizedIntuitionisticFuzzy Information”,theauthorsprovideanewrankingapproachtosolveMCDMproblems withgeneralizedintuitionisticfuzzyinformation.Anoteon“Parameterestimation and optimization of multi-objective capacitated stochastic transportation problems x Preface for gamma distribution” has been presented in Chapter “A Note on “Parameter EstimationandOptimizationofMulti-objectiveCapacitatedStochasticTransporta- tion Problem for Gamma Distribution””. Assigning Mexican regions to categories of marginality with MR-sort has been described in Chapter “Assigning Mexican Regions to Categories of Marginality with MR-Sort”. Clustering faculty members for the betterment of research outcomes: A fuzzy multi-criteria decision-making approachinteamformationhasbeendemonstratedinChapter“ClusteringFaculty Members for the Betterment of Research Outcomes: A Fuzzy Multi-criteria Deci- sion-Making Approach in Team Formation”. Chapter “Freight Village Efficiency Criteria Evaluation via Fuzzy Multi-criteria Decision-Making Methods” discusses the concept of freight village efficiency criteria evaluation via fuzzy multi-criteria decision-makingmethods. This book can be used by researchers, students, engineers, managers of indus- trialcompanies,decision-makingpeople,oranyotherpersoninterestedinreal-life applicationsofmultiplecriteriadecision-makingproblemsinfuzzydomains. The editors are very much grateful to all of the authors from around the world whoparticipatedinthiseditingeffortduringthedifficultCOVID-19pandemicsitu- ation. All of the reviewers who have aided in increasing the quality of the chap- ters by providing comments and ideas under severe pandemic scenarios deserve special recognition. The editors would also like to thank Mr.Aninda Bose, Senior Editor (Applied Sciences, Computational Intelligence, Energy, Water), Springer, New Delhi, for his kind consideration and endless support for this edited book. Wehopethatthereaderwillshareourexhilarationtopresentthiseditedbookand willmakeitbeneficial. Raiganj,India LaxminarayanSahoo Chongqing,China TapanSenapati NewRochelle,USA RonaldR.Yager

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