15th International Conference on Applications of Fuzzy Systems, Soft Computing and Artificial Intelligence Tools – ICAFS-2022

777 Pages·2023·38.322 MB·English

by  R. A. Aliev, J. Kacprzyk, W. Pedrycz, Mo. Jamshidi, M. B. Babanli, F. Sadikoglu

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.
Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication
doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant
protectivelawsandregulationsandthereforefreeforgeneraluse.
Thepublisher,theauthors,andtheeditorsaresafetoassumethattheadviceandinformationinthisbook
arebelievedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsorthe
editorsgiveawarranty,expressedorimplied,withrespecttothematerialcontainedhereinorforanyerrors
oromissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictionalclaimsin
publishedmapsandinstitutionalaffiliations.
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:[phone],Fax:[phone]
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.