15th International Conference on Applications of Fuzzy Systems, Soft Computing and Artificial Intelligence Tools – ICAFS-2022 PDF
Preview 15th International Conference on Applications of Fuzzy Systems, Soft Computing and Artificial Intelligence Tools – ICAFS-2022
Lecture Notes in Networks and Systems 610 R. A. Aliev · J. Kacprzyk · W. Pedrycz · Mo. Jamshidi · M. B. Babanli · F. Sadikoglu Editors 15th International Conference on Applications of Fuzzy Systems, Soft Computing and Artificial Intelligence Tools – ICAFS-2022 Lecture Notes in Networks and Systems 610 SeriesEditor JanuszKacprzyk,SystemsResearchInstitute,PolishAcademyofSciences,Warsaw, Poland AdvisoryEditors FernandoGomide,DepartmentofComputerEngineeringandAutomation—DCA, SchoolofElectricalandComputerEngineering—FEEC,Universityof Campinas—UNICAMP,SãoPaulo,Brazil OkyayKaynak,DepartmentofElectricalandElectronicEngineering,Bogazici University,Istanbul,Turkey DerongLiu,DepartmentofElectricalandComputerEngineering,Universityof IllinoisatChicago,Chicago,USA InstituteofAutomation,ChineseAcademyofSciences,Beijing,China WitoldPedrycz,DepartmentofElectricalandComputerEngineering,Universityof Alberta,Alberta,Canada SystemsResearchInstitute,PolishAcademyofSciences,Warsaw,Poland MariosM.Polycarpou,DepartmentofElectricalandComputerEngineering,KIOS ResearchCenterforIntelligentSystemsandNetworks,UniversityofCyprus,Nicosia, Cyprus ImreJ.Rudas,ÓbudaUniversity,Budapest,Hungary JunWang,DepartmentofComputerScience,CityUniversityofHongKong,Kowloon, HongKong Theseries“LectureNotesinNetworksandSystems”publishesthelatestdevelopments inNetworksandSystems—quickly,informallyandwithhighquality.Originalresearch reportedinproceedingsandpost-proceedingsrepresentsthecoreofLNNS. Volumes published in LNNS embrace all aspects and subfields of, as well as new challengesin,NetworksandSystems. Theseriescontainsproceedingsandeditedvolumesinsystemsandnetworks,span- ning the areas of Cyber-Physical Systems, Autonomous Systems, Sensor Networks, ControlSystems,EnergySystems,AutomotiveSystems,BiologicalSystems,Vehicular NetworkingandConnectedVehicles,AerospaceSystems,Automation,Manufacturing, SmartGrids,NonlinearSystems,PowerSystems,Robotics,SocialSystems,Economic Systemsandother.Ofparticularvaluetoboththecontributorsandthereadershiparethe shortpublicationtimeframeandtheworld-widedistributionandexposurewhichenable bothawideandrapiddisseminationofresearchoutput. The series covers the theory, applications, and perspectives on the state of the art and future developments relevant to systems and networks, decision making, control, complexprocessesandrelatedareas,asembeddedinthefieldsofinterdisciplinaryand applied sciences, engineering, computer science, physics, economics, social, and life sciences,aswellastheparadigmsandmethodologiesbehindthem. IndexedbySCOPUS,INSPEC,WTIFrankfurteG,zbMATH,SCImago. AllbookspublishedintheseriesaresubmittedforconsiderationinWebofScience. ForproposalsfromAsiapleasecontactAnindaBose([email protected]). R. A. Aliev · J. Kacprzyk · W. Pedrycz · Mo. Jamshidi · M. B. Babanli · F. Sadikoglu Editors 15th International Conference on Applications of Fuzzy Systems, Soft Computing and Artificial Intelligence Tools – ICAFS-2022 Editors R.A.Aliev J.Kacprzyk AzerbaijanStateOilandIndustryUniversity SystemResearchInstitute Baku,Azerbaijan PolishAcademyofSciences Warsaw,Poland W.Pedrycz DepartmentofElectricalandComputer Mo.Jamshidi Engineering DepartmentofElectricalandComputer UniversityofAlberta Engineering Edmonton,AB,Canada TheUniversityofTexasatSanAntonio SanAntonio,TX,USA M.B.Babanli AzerbaijanStateOilandIndustryUniversity F.Sadikoglu Baku,Azerbaijan DepartmentofMechatronics NearEastUniversity Nicosia,Turkey ISSN 2367-3370 ISSN 2367-3389 (electronic) LectureNotesinNetworksandSystems ISBN 978-3-031-25251-8 ISBN 978-3-031-25252-5 (eBook) https://doi.org/10.1007/978-3-031-25252-5 ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicense toSpringerNatureSwitzerlandAG2023 Thisworkissubjecttocopyright.AllrightsaresolelyandexclusivelylicensedbythePublisher,whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations,recitation,broadcasting,reproductiononmicrofilmsorinanyotherphysicalway,andtransmission orinformationstorageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilar methodologynowknownorhereafterdeveloped. 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ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface The Fifteenth International Conference on Application of Fuzzy Systems, Soft ComputingandArtificialIntelligenceTools(ICAFS-2022)isthepremierinternational conference organized by Azerbaijan Association of “Zadeh’s Legacy and Artificial Intelligence”(Azerbaijan),AzerbaijanStateOilandIndustryUniversity(Azerbaijan), UniversityofSiegen(Siegen,Germany),BISC—BerkeleyInitiativeinSoftComputing (Berkeley, USA), University of Texas, San Antonio (USA), Georgia State University (Atlanta,USA),UniversityofAlberta(Alberta,Canada),UniversityofToronto(Toronto, Ontario,Canada),PolishAcademyofSciences,SystemResearchInstitute(Poland)and NearEastUniversity(NorthCyprus). This volume presents an edited selection of the presentations from ICAFS-2022 whichwasheldinBudva,Montenegro,August26–27,2022.ICAFS-2022isheldasa meetingforthecommunicationofresearchonapplicationoffuzzylogic,uncertaincom- putation, Z-information processing, neuro-fuzzy approaches and different constituent methodologies of soft computing applied in economics, business, industry, education, medicine, earth sciences and other fields. The conference provided an opportunity to presentanddiscussstate-of-the-artresearchinthisexpandingdomain. This volume will be a useful guide for academics, practitioners and graduates in fuzzylogicandsoftcomputing.Itwillallowforincreasingofinterestindevelopment and applying of soft computing and artificial intelligence methods in various real-life fields. August2022 R.A.Aliev ChairmanofICAFS-2022 Organization Chairman R.A.Aliev,Azerbaijan Co-chairmenandGuestEditors J.Kacprzyk,Poland M.Jamshidi,USA W.Pedrycz,Canada M.B.Babanli,Azerbaijan F.S.Sadikoglu,NorthCyprus InternationalProgramCommittee A.Averkin,Russia K.Bonfig,Germany A.Piegat,Poland K.Takahashi,Japan B.Fazlollahi,USA L.Gardashova,Azerbaijan B.Kang,China M.Nikravesh,USA B.Turksen,Canada,Turkey N.Yusupbekov,Uzbekistan C.Kahraman,Turkey O.Huseynov,Azerbaijan D.Dubois,France O.Kaynak,Turkey D.Enke,USA R.R.Aliev,NorthCyprus D.KumarJana,India R.Abiev,NorthCyprus E.Babaei,Iran R.O.Kabaoglu,Turkey F.Aminzadeh,USA R.Yager,USA G.Imanov,Azerbaijan S.Ulyanov,Russia H.Berenji,USA T.Allahviranloo,Turkey H.Hamdan,France,UK T.Fukuda,Japan H.Prade,France T.Takagi,Japan H.Roth,Germany V.Kreinovich,USA I.Batyrshin,Mexico V.Loia,Italy I.G.Akperov,Russia V.Niskanen,Finland I.Perfilieva,CzechRepublic V.Nourani,Iran K.Atanassov,Bulgaria V.Novak,CzechRepublic viii Organization OrganizingCommittee Chairman U.Eberhardt,Germany Co-chairmen L.Gardashova,Azerbaijan T.Abdullayev,Azerbaijan Members N.Adilova,Azerbaijan A.Alizadeh,Azerbaijan V.Nourani,Iran J.Lorkowski,USA K.Rizvanova,Russia H.Hamdan,France,UK H.Igamberdiev,Uzbekistan M.Karazhanova,Kazakhstan N.Mehdiyev,Germany M.Knyazeva,Russia M.M.M.Elamin,Sudan M.A.Salahli,Turkey V.Ogunbode,Nigeria SahinAkdag,NorthCyprus ConferenceOrganizingSecretariat AzadligAve.20,AZ1010Baku,Azerbaijan Phone:+994124934538,Fax:+994125984509 E-mail:[email protected], [email protected] Keynote Speeches Summarization of Bimodal Information from Large Data Sets R.A.Aliev 1GeorgiaStateUniversity,USA 2AzerbaijanStateOilandIndustryUniversity,Azerbaijan, 20AzadligAve.,AZ1010Baku,Azerbaijan [email protected] Abstract.Clusteringisatechniqueusedtofindgroupswithinadataset. Complexity of data sets is characterized by large volume, imprecision andpartialreliabilityofdata.Thismayinvolvefusionoffuzzyandprob- abilisticinformation,referredtoasbimodalinformation.Sometimes,it maybepossibletodescribesuchdatabyusingsomekindof“If-Then” ruleswithfuzzyprobabilisticcomponents.Inthiswork,anapproachto clusteringofdatasetsforextractionrulesthatcontainbimodalinforma- tionisproposed.TheapproachisbasedonthefuzzyC-meansobjective function and an evolutionary technique to produce type-2 fuzzy clus- ters. Further, Z-number-based cluster descriptions are formed by using the relationship between type-2 fuzzy set and Z-number. A real-world applicationisconsideredtodemonstratetheusefulnessoftheproposed approach.
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