Modelling and Development of Intelligent Systems: 8th International Conference, MDIS 2022, Sibiu, Romania, October 28–30, 2022, Revised Selected Papers PDF
Preview Modelling and Development of Intelligent Systems: 8th International Conference, MDIS 2022, Sibiu, Romania, October 28–30, 2022, Revised Selected Papers
Dana Simian Laura Florentina Stoica (Eds.) Communications in Computer and Information Science 1761 Modelling and Development of Intelligent Systems 8th International Conference, MDIS 2022 Sibiu, Romania, October 28–30, 2022 Revised Selected Papers Communications in Computer and Information Science 1761 EditorialBoardMembers JoaquimFilipe ,PolytechnicInstituteofSetúbal,Setúbal,Portugal AshishGhosh ,IndianStatisticalInstitute,Kolkata,India RaquelOliveiraPrates ,FederalUniversityofMinasGerais(UFMG), BeloHorizonte,Brazil LizhuZhou,TsinghuaUniversity,Beijing,China Rationale The CCIS series is devoted to the publication of proceedings of computer science conferences.Itsaimistoefficientlydisseminateoriginalresearchresultsininformatics inprintedandelectronicform.Whilethefocusisonpublicationofpeer-reviewedfull paperspresentingmaturework,inclusionofreviewedshortpapersreportingonworkin progressiswelcome,too.Besidesgloballyrelevantmeetingswithinternationallyrepre- sentativeprogramcommitteesguaranteeingastrictpeer-reviewingandpaperselection process,conferencesrunbysocietiesorofhighregionalornationalrelevancearealso consideredforpublication. 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Dana Simian · Laura Florentina Stoica Editors Modelling and Development of Intelligent Systems 8th International Conference, MDIS 2022 Sibiu, Romania, October 28–30, 2022 Revised Selected Papers Editors DanaSimian LauraFlorentinaStoica LucianBlagaUniversityofSibiu LucianBlagaUniversityofSibiu Sibiu,Romania Sibiu,Romania ISSN 1865-0929 ISSN 1865-0937 (electronic) CommunicationsinComputerandInformationScience ISBN 978-3-031-27033-8 ISBN 978-3-031-27034-5 (eBook) https://doi.org/10.1007/978-3-031-27034-5 ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicense toSpringerNatureSwitzerlandAG2023 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartof thematerialisconcerned,specificallytherightsoftranslation,reprinting,reuseofillustrations,recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynow knownorhereafterdeveloped. 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 Thisvolumecontainsselected,peer-reviewedpaperspresentedatthe8thInternational ConferenceonModellingandDevelopmentofIntelligentSystems–MDIS2022,which washeldonOctober28–30,2022,inSibiu,Romania.Theconferencewasorganizedby theResearchCenterinInformaticsandInformationTechnologyandtheDepartmentof MathematicsandInformaticsfromtheFacultyofSciences,LucianBlagaUniversityof Sibiu(LBUS),Romania.Inordertotakeintoaccountthepossibletraveldifficultiesof someparticipantscausedbytheCovid19pandemic,thiseditionoftheconferencewas organizedinahybridformat,allowingbothon-siteandonlineparticipation. Intelligentsystemsmodellinganddevelopmentarecurrentlyareasofgreatinterest, makinganimportantcontributiontosolvingtheproblemsthattoday’ssocietyisfacing. Inthiscontext,theimportanceofinternationalforumsallowingtheexchangeofideas intopicsconnectedtoartificialintelligenceisincreasingglobally. TheMDISconferencesaimtoconnectscientists,researchers,academics,ITspecial- istsandstudentswhowanttoshareanddiscusstheiroriginalresultsinfieldsrelatedto modellinganddevelopmentofintelligentsystems.Theoriginalcontributionspresented at MDIS 2022 ranged from concepts and theoretical developments to advanced tech- nologiesandinnovativeapplications.Themaintopicsofinterestincludedbutwerenot restricted to: machine learning, data mining, intelligent systems for decision support, natural language processing, robotics, swarm intelligence, metaheuristics and appli- cations, adaptive systems, computational and conceptual models, pattern recognition, hybrid computation for artificial vision, modelling and optimization of dynamic sys- tems,multiagent systems and mathematical models forthe development of intelligent systems. The8theditionofMDISwasdistinguishedbyaconsiderableextensionofthegeo- graphicalareaoftheauthors,andbroughttogetherauthorsfrom12countriesandfour continents(Europe,Asia,NorthAmericaandSouthAmerica). Fourkeynotespeakersgavepresentations,showingthehighimpactthatresearchin artificialintelligencehasorcanhaveinalllifeareas.Theinvitedkeynotespeakersand theirlectureswere: DanCristea,ATechnologyofDecipheringOldCyrillic-Romanian MarcelKyas,AutonomousDronesandAnalogueMissions DetlefStreitferdt,InsideNeuralNetworks MilanTuba,RecentTopicsofConvolutionalNeuralNetworksApplications Allsubmittedpapersunderwentathoroughsingle-blindpeerreview.Eachpaperwas reviewedbyatleast3independentreviewers,chosenbasedontheirqualificationsand fieldofexpertise. Thisvolumecontains21selectedpapersfromthetotalof48paperssubmittedtothe conference. The papers in the volume are organized in the following topical sections: IntelligentSystemsforDecisionSupport,MachineLearning,MathematicalModelsfor DevelopmentofIntelligentSystems,ModellingandOptimizationofDynamicSystems. vi Preface We thank all the participants for their interesting talks and discussions. We also thankthescientificcommitteemembersandalloftheexternalreviewersfortheirhelp inreviewingthesubmittedpapersandfortheircontributionstothescientificsuccessof theconferenceandtothequalityofthisproceedingsvolume. December2022 DanaSimian LauraFlorentinaStoica Organization GeneralChair DanaSimian LucianBlagaUniversityofSibiu,Romania ScientificCommittee KirilAlexiev BulgarianAcademyofSciences,Bulgaria AncaAndreica Babes¸-BolyaiUniversity,Romania ChristopherAuer UniversityofAppliedSciencesLandshut, Germany NebojsaBacanin SingidunumUniversity,Serbia ArndtBalzer TechnicalUniversityofAppliedSciences Würzburg-Schweinfurt,Germany AlinaBa˘rbulescu OvidiusUniversityofConstanta,Romania LasseBerntzen UniversityofSouth-EasternNorway,Norway CharulBhatnagar GLAUniversity,India FlorianBoian Babes¸-BolyaiUniversity,Romania PeterBraun TechnicalUniversityofAppliedSciences Würzburg-Schweinfurt,Germany AmeliaBucur LucianBlagaUniversityofSibiu,Romania SteveCassidy MacquarieUniversity,Australia CameliaChira Babes¸-BolyaiUniversity,Romania NicolaeConstantinescu LucianBlagaUniversityofSibiu,Romania OvidiuCosma TechnicalUniversityofCluj-Napoca,Romania CeraselaCrisan VasileAlecsandriUniversityofBaca˘u,Romania , DanCristea AlexandruIoanCuzaUniversity,Romania GabrielaCzibula Babes¸-BolyaiUniversity,Romania DanielaDa˘nciulescu UniversityofCraiova,Romania ThierryDeclerck GermanResearchCenterforArtificial Intelligence,Germany LyubomyrDemkiv LvivNationalPolytechnicUniversity,Ukraine AlexieiDingli UniversityofMalta,Malta OleksandrDorokhov KharkivNationalUniversityofEconomics, Ukraine TomeEftimov JožefStefanInstitute,Slovenia viii Organization GeorgeEleftherakis InternationalFacultyoftheUniversityof Sheffield,Greece Ca˘linEna˘chescu UniversityofMedicine,Pharmacy,Scienceand TechnologyofTârguMures¸,Romania DenisEna˘chescu UniversityofBucharest,Romania RalfFabian LucianBlagaUniversityofSibiu,Romania StefkaFidanova BulgarianAcademyofSciences,Bulgaria UlrichFiedler BernUniversityofAppliedSciences,Switzerland MartinFränzle CarlvonOssietzkyUniversityofOldenburg, Germany AmirGandomi MichiganStateUniversity,USA DejanGjorgjevikj Ss.CyrilandMethodiusUniversity,Republicof Macedonia TeresaGonçalves UniversityofÉvora,Portugal AndrinaGranic´ UniversityofSplit,Croatia KatalinaGrigorova UniversityofRuse,Bulgaria AxelHahn CarlvonOssietzkyUniversityofOldenburg, Germany PiroskaHaller UniversityofMedicine,Pharmacy,Scienceand TechnologyofTârguMures¸,Romania MasafumiHagiwara KeioUniversity,Japan TetianaHladkykh SoftServe,Ukraine DanielHunyadi LucianBlagaUniversityofSibiu,Romania MilenaKarova TechnicalUniversityofVarna,Bulgaria SundaresanKrishnanIyer InfosysLimited,India MarekKrótkiewicz WrocławUniversityofScienceandTechnology, Poland RakaJovanovic HamadBinKhalifaUniversity,Qatar SaleemaJS ChristUniversity,India AdnanKhashman EuropeanCentreforResearchandAcademic Affairs,Cyprus WolfgangKössler HumboldtUniversityofBerlin,Germany MarcelKyas ReykjavikUniversity,Iceland LixinLiang TsinghuaUniversity,China HansPeterLitz UniversityofOldenburg,Germany SuzanaLoskovska Ss.CyrilandMethodiusUniversity,Republicof Macedonia VasylLytvyn LvivPolytechnicNationalUniversity,Ukraine ManuelCamposMartinez UniversityofMurcia,Spain GinesGarciaMateos UniversityofMurcia,Spain GerarddeMelo UniversityofPotsdam,Germany MatthewMontebello UniversityofMalta,Malta GummadiJoseMoses RaghuEngineeringCollege,India Organization ix NicholasMuller TechnicalUniversityofAppliedSciences Wurzburg-Schweinfurt,Germany ElenaNechita VasileAlecsandriUniversityofBaca˘u,Romania EugénioCostaOliveira UniversityofPorto,Portugal Graz˙ynaPaliwoda-Pe˛kosz CracowUniversityofEconomics,Poland CameliaPintea TechnicalUniversityofCluj-Napoca,Romania IvayloPlamenovPenev TechnicalUniversityofVarna,Bulgaria HoriaPop Babes¸-BolyaiUniversity,Romania Petrica˘ ClaudiuPopSitar TechnicalUniversityofCluj-Napoca,Romania AncaRalescu UniversityofCincinnati,USA MohammadRezai SheffieldHallamUniversity,UK Abdel-BadeehM.Salem AinShamsUniversity,Egypt HanumatSastry UniversityofPetroleumandEnergyStudies,India WilliSauerbrei UniversityofFreiburg,Germany LiviaSângeorzan TransilvaniaUniversityofBras¸ov,Romania Vasile-MarianScuturici UniversityofLyon,France KlausBrunoSchebesch VasileGoldisWesternUniversityofArad, Romania FrankSchleif TechnicalUniversityofAppliedSciences Wurzburg-Schweinfurt,Germany SorayaSedkaoui UniversityofKhemisMiliana,Algeria FrancescoSicurello UniversityofMilano-Bicocca,Italy AndreasSiebert UniversityofAppliedSciencesLandshut, Germany CorinaSimian WhiteheadInstituteforBiomedicalResearch, USA DanaSimian LucianBlagaUniversityofSibiu,Romania LiorSolomovich KayeAcademicCollegeofEducation,Israel SrunSovila RoyalUniversityofPhnomPenh,Cambodia AnsgarSteland RWTHAachenUniversity,Germany LauraFlorentinaStoica LucianBlagaUniversityofSibiu,Romania FlorinStoica LucianBlagaUniversityofSibiu,Romania DetlefStreitferdt IlmenauUniversityofTechnology,Germany Graz˙ynaSuchacka UniversityofOpole,Poland YingTan BeijingUniversity,China JolantaTan´cula UniversityofOpole,Poland MikaTonder SaimaaUniversityofAppliedSciences,Finland ClaudeTouzet Aix-MarseilleUniversity,France MilanTuba SingidunumUniversity,Serbia DanTufis RomanianAcademy,Romania , AlexanderD.Veit HarvardMedicalSchool,USA AncaVasilescu TransilvaniaUniversityofBrasov,Romania ,
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