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Lecture Notes in Electrical Engineering 968 Anupam Shukla B. K. Murthy Nitasha Hasteer Jean-Paul Van Belle Editors Computational Intelligence Select Proceedings of InCITe 2022 Lecture Notes in Electrical Engineering Volume 968 SeriesEditors LeopoldoAngrisani,DepartmentofElectricalandInformationTechnologiesEngineering,UniversityofNapoli FedericoII,Naples,Italy MarcoArteaga,DepartamentdeControlyRobótica,UniversidadNacionalAutónomadeMéxico,Coyoacán, Mexico BijayaKetanPanigrahi,DepartmentofElectricalEngineering,IndianInstituteofTechnologyDelhi, NewDelhi,Delhi,India SamarjitChakraborty,FakultätfürElektrotechnikundInformationstechnik,TUMünchen,Munich,Germany JimingChen,ZhejiangUniversity,Hangzhou,Zhejiang,China ShanbenChen,MaterialsScienceandEngineering,ShanghaiJiaoTongUniversity,Shanghai,China TanKayChen,DepartmentofElectricalandComputerEngineering,NationalUniversityofSingapore, Singapore,Singapore RüdigerDillmann,HumanoidsandIntelligentSystemsLaboratory,KarlsruheInstituteforTechnology, Karlsruhe,Germany HaibinDuan,BeijingUniversityofAeronauticsandAstronautics,Beijing,China GianluigiFerrari,UniversitàdiParma,Parma,Italy ManuelFerre,CentreforAutomationandRoboticsCAR(UPM-CSIC),UniversidadPolitécnicadeMadrid, Madrid,Spain SandraHirche,DepartmentofElectricalEngineeringandInformationScience,TechnischeUniversität München,Munich,Germany FaryarJabbari,DepartmentofMechanicalandAerospaceEngineering,UniversityofCalifornia,Irvine,CA, USA LiminJia,StateKeyLaboratoryofRailTrafficControlandSafety,BeijingJiaotongUniversity,Beijing,China JanuszKacprzyk,SystemsResearchInstitute,PolishAcademyofSciences,Warsaw,Poland AlaaKhamis,GermanUniversityinEgyptElTagamoaElKhames,NewCairoCity,Egypt TorstenKroeger,StanfordUniversity,Stanford,CA,USA YongLi,HunanUniversity,Changsha,Hunan,China QilianLiang,DepartmentofElectricalEngineering,UniversityofTexasatArlington,Arlington,TX,USA FerranMartín,Departamentd’EnginyeriaElectrònica,UniversitatAutònomadeBarcelona,Bellaterra, Barcelona,Spain TanCherMing,CollegeofEngineering,NanyangTechnologicalUniversity,Singapore,Singapore WolfgangMinker,InstituteofInformationTechnology,UniversityofUlm,Ulm,Germany PradeepMisra,DepartmentofElectricalEngineering,WrightStateUniversity,Dayton,OH,USA SebastianMöller,QualityandUsabilityLaboratory,TUBerlin,Berlin,Germany SubhasMukhopadhyay,SchoolofEngineeringandAdvancedTechnology,MasseyUniversity, PalmerstonNorth,Manawatu-Wanganui,NewZealand Cun-ZhengNing,DepartmentofElectricalEngineering,ArizonaStateUniversity,Tempe,AZ,USA ToyoakiNishida,GraduateSchoolofInformatics,KyotoUniversity,Kyoto,Japan LucaOneto,DepartmentofInformatics,BioEngineering,RoboticsandSystemsEngineering,Universityof Genova,Genova,Genova,Italy FedericaPascucci,DipartimentodiIngegneria,UniversitàdegliStudi“RomaTre”,Rome,Italy YongQin,StateKeyLaboratoryofRailTrafficControlandSafety,BeijingJiaotongUniversity,Beijing,China GanWoonSeng,SchoolofElectricalandElectronicEngineering,NanyangTechnologicalUniversity, Singapore,Singapore JoachimSpeidel,InstituteofTelecommunications,UniversitätStuttgart,Stuttgart,Germany GermanoVeiga,CampusdaFEUP,INESCPorto,Porto,Portugal HaitaoWu,AcademyofOpto-electronics,ChineseAcademyofSciences,Beijing,China WalterZamboni,DIEM—UniversitàdeglistudidiSalerno,Fisciano,Salerno,Italy JunjieJamesZhang,Charlotte,NC,USA The book series Lecture Notes in Electrical Engineering (LNEE) publishes the latest developments in Electrical Engineering—quickly, informally and in high quality. While original research reported in proceedings and monographs has traditionallyformedthecoreofLNEE,wealsoencourageauthorstosubmitbooks devoted to supporting student education and professional training in the various fieldsandapplicationsareasofelectricalengineering.Theseriescoverclassicaland emergingtopicsconcerning: (cid:129) CommunicationEngineering,InformationTheoryandNetworks (cid:129) ElectronicsEngineeringandMicroelectronics (cid:129) Signal,ImageandSpeechProcessing (cid:129) WirelessandMobileCommunication (cid:129) CircuitsandSystems (cid:129) EnergySystems,PowerElectronicsandElectricalMachines (cid:129) Electro-opticalEngineering (cid:129) InstrumentationEngineering (cid:129) AvionicsEngineering (cid:129) ControlSystems (cid:129) Internet-of-ThingsandCybersecurity (cid:129) BiomedicalDevices,MEMSandNEMS For general information about this book series, comments or suggestions, please [email protected]. Tosubmitaproposalorrequestfurtherinformation,pleasecontactthePublishing Editorinyourcountry: China JasmineDou,Editor([email protected]) India,Japan,RestofAsia SwatiMeherishi,EditorialDirector([email protected]) SoutheastAsia,Australia,NewZealand RameshNathPremnath,Editor([email protected]) USA,Canada MichaelLuby,SeniorEditor([email protected]) AllotherCountries LeontinaDiCecco,SeniorEditor([email protected]) **ThisseriesisindexedbyEICompendexandScopusdatabases.** · · · Anupam Shukla B. K. Murthy Nitasha Hasteer Jean-Paul Van Belle Editors Computational Intelligence Select Proceedings of InCITe 2022 Editors AnupamShukla B.K.Murthy SardarVallabhbhaiNationalInstitute InnovationandTechnologyFoundation ofTechnology IndianInstituteofTechnology,Bhilai Surat,India Bhilai,India NitashaHasteer Jean-PaulVanBelle DepartmentofInformationTechnology DepartmentofInformationSystems AmitySchoolofEngineering UniversityofCapeTown andTechnology Rondebosch,SouthAfrica AmityUniversityUttarPradesh Noida,India ISSN 1876-1100 ISSN 1876-1119 (electronic) LectureNotesinElectricalEngineering ISBN 978-981-19-7345-1 ISBN 978-981-19-7346-8 (eBook) https://doi.org/10.1007/978-981-19-7346-8 ©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 Preface Computational intelligence is the study of design, application and development of intelligent agents. Enormous success has been achieved in solving a variety of challengingproblemsthroughthemodellingofbiologicalandnaturalintelligence, resultinginso-calledintelligentsystems.Thesesystemsencompassparadigmssuch as artificial neural networks, evolutionary computation, swarm intelligence, artifi- cialimmunesystemsandfuzzysystems.Overthelastfewyears,therehasbeenan explosionofresearchinthisareaasitisapromisingtechnologycapableofbringing drasticeconomicimpact.Therecenttechnologicaladvancementsinthisfieldhave ledustodiscussanddeliberateonemergingnoveldiscoveriesandimportantinsights inallareasofcomputationalintelligencedesignandapplications. This book is a compilation of research work carried out by esteemed experts in the area of computational intelligence. The objective of this compilation is to provide relevant and timely information to those who are striving to contribute to thisdomainbyutilizingthelatesttechnology.Thecontentofthisbookisbasedon theresearchpapersacceptedduringthe2ndInternationalConferenceonInformation Technology (InCITe 2022) held at Amity University, Uttar Pradesh, Noida, India, on 3 and 4 March 2022. It is a conglomeration of research papers covering inter- disciplinaryresearchandin-depthapplicationsofcomputationalintelligence,deep learning,machinelearning,artificialintelligence,datascience,enablingtechnologies forIoT,blockchainandotherfuturisticcomputationaltechnologies.Itcoversinter- disciplinaryandinnovativeresearchonneuralnetworksformedicalimaging,object detectionusingdeeplearning,modellingfordiseaseanalysis,predictionoffinancial datasetsusinggeneticalgorithms,stockpriceprediction,smartfarming,sentiment analysis,etc.Thecontentwouldserveasarichknowledgerepositoryoninformation andcommunicationtechnologies,neuralnetworks,fuzzysystems,naturallanguage processing,dataminingandwarehousing,bigdataanalytics,cloudcomputing,secu- rity,socialnetworksandintelligence,decision-makingandmodelling,information systemsandITarchitectures.Wearehopefulthatitwillprovetobeofhighvalueto graduatestudents,researchers,scientists,practitionersandpolicymakersinthefield ofinformationtechnology. v vi Preface WethankthemanagementofAmityUniversity,UttarPradesh,whobelievedin usandprovidedtheopportunityforpublishingthebook.WearegratefultoScience and Engineering Research Board, Department of Science and Technology (DST), Council of Scientific and Industrial Research (CSIR) and Defence Research and DevelopmentOrganization(DRDO),GovernmentofIndia,fortheirsupport.Weare thankfultotheadvisorycommitteeofInCITe2022forthecontinuoussupportand guidance.Specialthankstoallthenationalandinternationalreviewerswhohelped us in selecting the best of the works as different chapters of the book. We wish toacknowledgeandthankalltheauthorsandco-authorsofdifferentchapterswho cooperated with us at every stage of publication and helped us to sailthrough this mammothtask.Weoweoursinceregratitudetoallourfamilymembersandfriends whohelpedusthroughthisjourneyofpublishingabook.Ourappreciationgoesto eachandeveryindividualwhosupportedusinthisendeavour.Lastbutnotleast,we aregratefultotheeditingteamofSpringerwhoprovidedallguidanceandsupport tousinthecompilationofthebookandalsoshapeditintoamarketableproduct. Surat,India AnupamShukla Bhilai,India B.K.Murthy Noida,India NitashaHasteer Rondebosch,SouthAfrica Jean-PaulVanBelle Contents ComputationalModelingofMultilevelOrganizationalLearning: FromConceptualtoComputationalMechanisms ..................... 1 GülayCanbalog˘lu,JanTreur,andAnnaWiewiora Deep Learning-Based Black Hole Detection Model for WSN inSmartGrid ..................................................... 19 KorraCheena,TarachandAmgoth,andGauriShankar VideoForgeryDetectionandLocalizationwithDeepLearning UsingW-NETArchitecture ......................................... 31 BhanuTokas,VenkataRohitJakkinapalli,andNeetuSingla LearningtoTransferKnowledgeBetweenDatasetstoEnhance IntrusionDetectionSystems ........................................ 39 Quang-VinhDang RetrospectiveStudyofConvolutionalNeuralNetworkforMedical ImageAnalysisandaDeepInsightThroughHistopathological Dataset ........................................................... 47 ShalluSharma,EelandulaKumaraswamy,andSumitKumar BuildingWeb-BasedSubject-SpecificCorporaontheDesktop: EvaluationofSearchMetrics ....................................... 59 Jean-PaulVanBelle StudyingEffectivenessofTransformersOverFastText ................ 71 JitendraSinghMalik AerialObjectDetectionUsingDeepLearning:AReview .............. 81 VinatGoyal, RishuSingh, MrudulDhawley, AveekalKumar, andSanjeevSharma vii viii Contents PreciseTemperatureControlSchemeforNonlinearCSTRUsing EquilibriumOptimizerTuned2-DOFFOPIDController .............. 93 RiyaShivhare,NandiniRastogi,MuskanBhardwaj,EktaKumari, NitinAgrawal,andMohitJain DescriptivePredictiveModelforParkinson’sDiseaseAnalysis ......... 105 AkbarAli,RanjeetKumarRout,andSaiyedUmer RecommenderSystemBasedonNetworkStructureLinkAnalysis Technique Through Community Detection in Social Network toHandletheCold-StartProblem ................................... 119 HoneyPasricha,ShanoSolanki,andSumitKumar PerformanceAnalysisofNOMAOverHybridSatelliteTerrestrial CommunicationSystems ........................................... 131 PriyankaPrasad,M.K.Arti,andAartiJain MultivariatePartiallyBlindSignatureScheme ....................... 143 SatyamOmar,SahadeoPadhye,andDhananjoyDey TopicAnalysisandVisualisationofPeer-to-PeerPlatformData: AnAirbnbCaseStudy ............................................. 157 JuanitaSubroyen,MaritaTurpin,AltadeWaal,andJean-PaulVanBelle Pandemic-Induced Behavioral Change in Mobile Banking Adoption: An Opportunity for Indian Banking Industry forEmbracingArtificialIntelligence ................................ 167 NitinShankar,SanaMoid,FatimaBeena,andVinodKumarShukla OntheEfficacyofBoosting-BasedEnsembleLearningTechniques forPredictingEmployeeAbsenteeism ............................... 179 KusumLata FrameworktoImputeMissingValuesinDatasets .................... 189 ManojKumar,SaieshKaul,SarthakSethi,andSiddhantJain ModellingofanEfficientSystemforPredictingShips’Estimated TimeofArrivalUsingArtificialNeuralNetwork ..................... 199 Md.RaqiburRahman,EhtashamulHaque,SadiaTasneemRahman, K.HabibulKabir,andYaseenAdnanAhmed ACriticalReviewonSearch-BasedSecurityTestingofPrograms ...... 207 FatmaAhsanandFaisalAnwer FeatureSelectionMethodsforIoTIntrusionDetectionSystem: ComparativeStudy ................................................ 227 RichaSinghandR.L.Ujjwal ReformedBinaryGrayWolfOptimizer(RbGWO)toEfficiently DetectAnomalyinIoTNetwork .................................... 237 AkhileshwarPrasadAgrawalandNanhaySingh Contents ix AFeature-BasedRecommendationSystemforMobileNumber Portability ........................................................ 247 YugmaPatel, VrukshalPatel, MohammadS.Obaidat, NileshKumarJadav,RajeshGupta,andSudeepTanwar An Efficient Deep Learning Model FVNet for Fingerprint Verification ....................................................... 261 G.JayakalaandL.R.Sudha MicrocalcificationDetectionUsingEnsembleClassifier ............... 273 S.VidivelliandS.SathiyaDevi ClassificationandPredictionofFinancialDatasetsUsingGenetic Algorithms ........................................................ 285 ArjunKanamarlapudi,KrutikaDeshpande,andChethanSharma Stratified Alignment Using Attention Mechanism for Video Captioning ........................................................ 297 J.VaishnaviandV.Narmatha An IoT-Based Efficient Water Quality Prediction System forAquaponicsFarming ........................................... 311 BhushankumarNemadeandDevenShah Cluster-Based Congestion Avoidance and Data Aggregation RoutinginWirelessSensorNetworks ................................ 325 A.RevathiandS.G.Santhi Relevance Vector Machine Tools for Evaluating the Strength Parameters of HPC Incorporating Quarry Dust and Mineral AdmixtureswithFibers ............................................ 341 D.Maruthachalam,M.Kaarthik,andS.C.Boobalan AI-Enabled Circuit Design to Detect Walking Pattern forHumanoidRobotUsingForceSensor ............................ 357 SandipBhattacharya, SubhajitDas, ShubhamTayal, J.Ajayan, andL.M.I.LeoJoseph AReviewonGeo-location-BasedAuthenticationwithVarious LosslessCompressionTechniques ................................... 365 VivekKumar,GursharanSingh,andIqbalSingh Fine-TuningBARTforAbstractiveReviewsSummarization ........... 375 HemantYadav,NehalPatel,andDishankJani CellSegmentationofHistopathologicalImagesofGliomaUsing VoronoiTessellationandQuadtreeRepresentation ................... 387 V.BrindhaandP.Jayashree