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757 Pages·2022·19.862 MB·English
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Algorithms for Intelligent Systems Series Editors: Jagdish Chand Bansal · Kusum Deep · Atulya K. Nagar Manjaree Pandit M. K. Gaur Prashant Singh Rana Akhilesh Tiwari   Editors Artificial Intelligence and Sustainable Computing Proceedings of ICSISCET 2021 Algorithms for Intelligent Systems SeriesEditors JagdishChandBansal,DepartmentofMathematics,SouthAsianUniversity, NewDelhi,Delhi,India KusumDeep,DepartmentofMathematics,IndianInstituteofTechnologyRoorkee, Roorkee,Uttarakhand,India AtulyaK.Nagar,SchoolofMathematics,ComputerScienceandEngineering, LiverpoolHopeUniversity,Liverpool,UK Thisbookseriespublishesresearchontheanalysisanddevelopmentofalgorithmsfor intelligentsystemswiththeirapplicationstovariousrealworldproblems.Itcovers research related to autonomous agents, multi-agent systems, behavioral modeling, reinforcement learning, game theory, mechanism design, machine learning, meta- heuristic search, optimization, planning and scheduling, artificial neural networks, evolutionary computation, swarm intelligence and other algorithms for intelligent systems. Thebookseriesincludesrecentadvancements,modificationandapplicationsof theartificialneuralnetworks,evolutionarycomputation,swarmintelligence,artifi- cialimmunesystems,fuzzysystem,autonomousandmultiagentsystems,machine learning and other intelligent systems related areas. The material will be benefi- cialforthegraduatestudents,post-graduatestudentsaswellastheresearcherswho wantabroaderviewofadvancesinalgorithmsforintelligentsystems.Thecontents will also be useful to the researchers from other fields who have no knowledge of thepowerofintelligentsystems,e.g.theresearchersinthefieldofbioinformatics, biochemists,mechanicalandchemicalengineers,economists,musiciansandmedical practitioners. The series publishes monographs, edited volumes, advanced textbooks and selectedproceedings. IndexedbyzbMATH. All books published in the series are submitted for consideration in Web of Science. · · Manjaree Pandit M. K. Gaur · Prashant Singh Rana Akhilesh Tiwari Editors Artificial Intelligence and Sustainable Computing Proceedings of ICSISCET 2021 Editors ManjareePandit M.K.Gaur DepartmentofElectricalEngineering MadhavInstituteofTechnology MadhavInstituteofTechnology andScience andScience Gwalior,India Gwalior,India AkhileshTiwari PrashantSinghRana MadhavInstituteofTechnology ThaparInstituteofEngineering andScience andTechnology Gwalior,India Patiala,India ISSN 2524-7565 ISSN 2524-7573 (electronic) AlgorithmsforIntelligentSystems ISBN 978-981-19-1652-6 ISBN 978-981-19-1653-3 (eBook) https://doi.org/10.1007/978-981-19-1653-3 ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicensetoSpringerNature SingaporePteLtd.2022 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 Organizing Committee OrganizingChairs Dr.PrateshJayaswal,MadhavInstituteofTechnologyandScience,Gwalior,India Dr.KusumKumariBharti,IIITDMJabalpur,India ProgramChairs Dr.ManishDixit,MadhavInstituteofTechnologyandScience,Gwalior,India Dr.HarishSharma,RTUKota,India PublicityChairs Dr.ManojTrivedi,MadhavInstituteofTechnologyandScience,Gwalior,India Dr.AnjaliPatil,MadhavInstituteofTechnologyandScience,Gwalior,India Dr.MukeshSaraswat,JIITNoida,India Dr.AshishTripathi,MNITJaipur,India AdvisoryCommittee LaxmiSrivastava,MITS,Gwalior,India R.V.Rao,SardarVallabhbhaiNationalInstituteofTechnology,Surat,India MukhtiarSingh,DelhiTechnologicalUniversity,NewDelhi,India J.C.Bansal,SouthAsianUniversity,NewDelhi,India DaizhongSu,NottinghamTrentUniversityBurtonStreet,Nottingham,UK v vi OrganizingCommittee JozeBalic,UniversityofMariborSmetanova,Slovenia J.PauloDavim,UniversityofAveiro,Portugal FelixT.S.Chan,TheHongKongPolytechnicUniversity,HongKong AjithAbraham,MachineIntelligenceResearchLabs,Washington,USA P.N.Suganthan,NanyangTechnologicalUniversity,Singapore DucT.Pham,UniversityofBirmingham,Birmingham,UK I.K.Bhat,FormerViceChancellor,ManavRachnaUniversity,Delhi,India S.G.Deshmukh,IIT,Delhi,andFormerDirector,IIITM,Gwalior,India AndrewKusiak,UniversityofIowa,IowaCity,USA D.P.Kothari,FormerDirectorI/C,IIT,Delhi,India AliCemalBenim,DuesseldorfUniversityofAppliedSciences,Germany S. N. Singh, Former Vice Chancellor, MMM University, Gorakhpur, India, and Professor,IITKanpur,Kanpur,India R.A.Gupta,ViceChancellor,RajasthanTechnicalUniversity,Kota,India A.P.Mittal,Former,MemberSecretary,AICTE,NewDelhi,India G. A. Vijayalakshmi Pai, PSG College of Technology, Coimbatore, Tamil Nadu, India Prof.AparajitaOjha,PDPMIIITDM,Jabalpur,India Prof.ShekharVerma,IIIT,Allahabad,India VikasRastogi,DelhiTechnologicalUniversity(DTU),Delhi,India C.Patvardhan,DayalbaghEducationalInstitute,Dayalbagh,Agra,India KapilSharma,DelhiTechnologicalUniversity(DTU),Delhi,India D.K.Chaturvedi,DayalbaghEducationalInstitute(DEI),Agra,India LillieDewan,NIT,Kurukshetra,India SumamMaryIdicula,CochinUniversityofScienceandTechnology,Cochin,India SurenderReddySalkuti,WoosongUniversity,RepublicofKorea,SouthKorea AmitShrivastava,DelhiTechnologicalUniversity(DTU),Delhi,India A.K.Saxena,DayalbaghEducationalInstitute,Dayalbagh,Agra,India S.C.Choube,UIT,RGPV,Bhopal,India ShekharVerma,IIIT,Allahabad,India SanjayAgrawal,NITTTR,Bhopal,India SandeepGandi,GeneralManager(QS),TataProjectsLtd,India R.K.Mishra,IIT,BHU,Varanasi,India K.V.Arya,ABV-IIITM,Gwalior,India YogendraArya,J.C.BoseUniversityofScienceandTechnology,YMCA,Faridabad, Haryana,India RajeshKumar,MalaviyaNationalInstituteofTechnology,Jaipur,India AdityaTrivedi,ABV-IIITM,Gwalior,India H.M.Suryawanshi,VNIT,Nagpur,India P.K.Singh,ABV-IIITM,Gwalior,India ManoharSingh,CentralPowerResearchInstitute,Bengaluru,India M.M.Tripathi,DelhiTechnologicalUniversity(DTU),Delhi OrganizingCommittee vii MajidJameel,JamiaMilliaIslamia,NewDelhi,India SurekhaBhanot,BITS,Pilani,India R.N.Sharma,NIT,Hamirpur,India BiplabBhattacharya,IIT-ISM,Dhanbad,India TechnicalProgramChairs S.K.Jain,MITS,Gwalior,India HariMohanDubey,BIT,Sindri,India TriptaThakur,MANIT,Bhopal(PresentlyDirectorGeneralNationalPowerTraining Institute,Faridabad,India) JayshriVajpai,MBMEngineeringCollege,JNVUniversity,Jodhpur,Rajasthan, India AmitSinghal,JKLakshmipatUniversity,JaipurIndia AnmolRatanSaxena,NITDelhi,NewDelhi,India HimmatSinghAhirwar,MITS,Gwalior,India AdikandaParida,RegionalInstituteofScienceandTechnology,Nirjuli,Arunachal Pradesh,India SulochanaWadhwani,MITS,Gwalior,India D.K.Saini,UniversityofPetroleumandEnergyStudies,Dehradun,India R.Kansal,MITS,Gwalior,India ArvindJain,NIT,Agartala,India R.K.Gupta,MITS,Gwalior,India V.P.Vishwakarma,GGSIPU,Delhi,India UrmilaKar,NITTTR,Kolkata,India NitinMallik,TheNorthCapUniversity,Gurgaon,India TarunaJain,BarkatullahUniversity,Bhopal,India LaxmiShrivastav,MITS,Gwalior,India PradyumnaChaturvedi,VNIT,Nagpur,India ShishirDixit,MITS,Gwalior,India VandanaVikasThakre,MITS,Gwalior,India AmitAherwar,MITS,Gwalior,India C.S.Malvi,MITS,Gwalior,India JawarSingh,IIT,Patna,India PushpendraSingh,DelhiTechnologicalUniversity(DTU),Delhi AbhishekAsthana,SheffieldHallamUniversity,UK RolfCrook,UniversityofLeeds,UK SudhirSinghBhadoria,RGPV,Bhopal,India A.K.Wadhwani,MITS,Gwalior,India RajeshKumar,DelhiTechnologicalUniversity(DTU),Delhi,India Vinod Katare, General Manager and Superintending Engineer, MPSEB, Madhya Pradesh,India KirtiPalSingh,GautamBuddhaUniversity,Noida,India viii OrganizingCommittee TraptiJain,IITIndore,India. Y.Kumar,MANIT,Bhopal,India SonaliAgarwal,IIIT,Allahabad,India PerminderjitSingh,PunjabEngineeringCollege,Chandigarh,India KamalRajPardasani,MANIT,Bhopal,India ArvindJain,NIT,Agartala,India DebashisChatterjee,JadavpurUniversity,Kolkata,India ShailajaKumari,NIT,Warangal,India P.K.Singhal,MITS,Gwalior,India SanjayTiwari,MITS,Gwalior,India SessionManagementCommittee RajniRanjanSinghMakwana,MITS,Gwalior,India PrabhakarSharma,MITS,Gwalior,India AtulChauhan,MITS,Gwalior,India MirShahnawazAhmad,MITS,Gwalior,India ArunKumar,MITS,Gwalior,India RishikaShah,MITS,Gwalior,India PushpendraSingh,MITS,Gwalior,India AditiTiwari,MITS,Gwalior,India OrganizingCommittee VijayBhuria,MITS,Gwalior,India VishalChaudhary,MITS,Gwalior,India SaumilMaheshwari,MITS,Gwalior,India Vikram,MITS,Gwalior,India NikhilPaliwal,MITS,Gwalior,India PoonamLodhi,MITS,Gwalior,India HimanshuMittal,JIIT,Noida,India RajuPal,JIIT,Noida,India AvinashPandey,JIIT,Noida,India Preface Thisbookcontainsoutstandingresearchpapersastheproceedingsofthe3rdInterna- tionalConferenceonSustainableandInnovativeSolutionsforCurrentChallengesin EngineeringandTechnology(ICSISCET2021).ICSISCET2021hasbeenorganized by Madhav Institute of Technology and Science, Gwalior, India, and technically sponsored by Soft Computing Research Society, India. It was held on November 13–14, 2021, at Madhav Institute of Technology and Science, Gwalior, in virtual modeduetotheCOVID-19pandemic.Theconferencewasconceivedasaplatform fordisseminatingandexchangingideas,concepts,andresultsoftheresearchersfrom academiaandindustrytodevelopacomprehensiveunderstandingofthechallenges oftheadvancementsofsustainableandinnovativesolutionsforcurrentchallengesin engineeringandtechnologyviewpoints.Thisbookwillhelpinstrengtheningconge- nialnetworkingbetweenacademiaandindustry.Theconferencefocusedoncollec- tiveintelligence,sustainablecomputingandinformationtechnology,computational intelligenceandmachinelearning,embeddedsystemsandVLSIdesign. WehavetriedourbesttoenrichthequalityoftheICSISCET2021throughastrin- gentandcarefulpeer-reviewprocess.ICSISCET2021receivedasignificantnumber of technical contributed articles from distinguished participants from home and abroad.ICSISCET2021received267researchsubmissionsfrom40differentcoun- tries, viz. Algeria, Austria, Bangladesh, Canada, China, Egypt, Ethiopia, Finland, Germany, Ghana, Greece, India, Iran, Italy, Kenya, Liberia, Malaysia, Mexico, Morocco,Nepal,NewCaledonia,Oman,Peru,Poland,Portugal,Romania,Russia, SaudiArabia,Senegal,Serbia,Slovakia,Spain,SriLanka,Turkey,Ukraine,United ArabEmirates,UK,USA,VietnamandYemen.Afteraverystringentpeer-reviewing process,only55high-qualitypaperswerefinallyacceptedforpresentationandthe finalproceedings. ix

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