Congress on Intelligent Systems. Proceedings of CIS 2021

933 Pages·2022·22.09 MB·English

by  Mukesh Saraswat, Harish Sharma, K. Balachandran, Joong Hoon Kim, Jagdish Chand Bansal

Lecture Notes on Data Engineering
and Communications Technologies 114
Mukesh Saraswat · Harish Sharma ·
K. Balachandran · Joong Hoon Kim ·
Jagdish Chand Bansal   Editors
Congress
on Intelligent
Systems
Proceedings of CIS 2021, Volume 1
Lecture Notes on Data Engineering
and Communications Technologies
Volume 114
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· ·
Mukesh Saraswat Harish Sharma
· ·
K. Balachandran Joong Hoon Kim
Jagdish Chand Bansal
Editors
Congress on Intelligent
Systems
Proceedings of CIS 2021, Volume 1
Editors
MukeshSaraswat HarishSharma
DepartmentofComputerScience& DepartmentofComputerScience
EngineeringandInformationTechnology andEngineering
JaypeeInstituteofInformationTechnology RajasthanTechnicalUniversity
Noida,India Kota,India
K.Balachandran JoongHoonKim
DepartmentofComputerScience KoreaUniversity
andEngineering Seoul,Korea(Republicof)
CHRIST(DeemedtobeUniversity)
Bengaluru,India
JagdishChandBansal
SouthAsianUniversity
NewDelhi,India
ISSN2367-4512 ISSN2367-4520 (electronic)
LectureNotesonDataEngineeringandCommunicationsTechnologies
ISBN978-981-16-9415-8 ISBN978-981-16-9416-5 (eBook)
https://doi.org/10.1007/978-981-16-9416-5
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Preface
This proceedings contains the papers presented at the 2nd Congress on Intelligent
Systems(CIS2021),organizedbyCHRIST(DeemedtobeUniversity),Bengaluru,
India,andSoftComputingResearchSocietyduringSeptember4–5,2021.Congress
onIntelligentSystems(CIS2021)invitedideas,developments,applications,experi-
ences,andevaluationsinintelligentsystemsfromacademicians,researchscholars,
andscientists.Theconferencedeliberationincludedtopicsspecifiedwithinitsscope.
Theconferenceofferedaplatformforbringingforwardextensiveresearchandlitera-
tureacrossthearenaofintelligentsystems.Itprovidedanoverviewoftheupcoming
technologies.CIS2021providedaplatformforleadingexpertstosharetheirpercep-
tions,providesupervision,andaddressparticipants’interrogationsandconcerns.CIS
2021received370researchsubmissionsfrom35differentcountries,viz.,Algeria,
Bangladesh,BurkinaFaso,China,Egypt,Ethiopia,Finland,India,Indonesia,Iran,
Iraq, Kenya, Korea, The Democratic People’s Republic of Madagascar, Malaysia,
Mauritius, Mexico, Morocco, Nigeria, Peru, Romania, Russia, Serbia, Slovakia,
SouthAfrica,Spain,Switzerland,Ukraine,UnitedArabEmirates,UK,USA,Uzbek-
istan,Vietnam.Thepapersincludedtopicsaboutadvancedareasintechnology,arti-
ficialintelligence,machinelearning,anddatascience.Afterarigorouspeerreview
withthehelpofprogramcommitteemembersandmorethan100externalreviewers,
135paperswereapproved.
CIS2021isaflagshipeventoftheSoftComputingResearchSociety,India.The
conference was inaugurated by Fr. Dr. Abraham VM, Honorable Vice-Chancellor,
CHRIST(DeemedtobeUniversity),Bangalore,andChiefPatron,CIS2021.Other
eminent dignitaries include Prof. Joong Hoon Kim, General Chair, CIS 2021; Fr.
JosephVarghese,Patron,CIS2021;andProf.K.Balachandran,GeneralChair,CIS
2021.Theconferencewitnessedkeynoteaddressesfromeminentspeakers,namely
Prof.Xin-SheYang,MiddlesexUniversity,TheBurroughs,Hendon,London;Prof.
P.Nagabhushan,IndianInstituteofInformationTechnologyAllahabad;Prof.J.C.
Bansal,SouthAsianUniversity,NewDelhi,India;Prof.LipoWang,NanyangTech-
nological University, Singapore; and Prof. Nishchal K. Verma, Indian Institute of
v
vi Preface
TechnologyKanpur,India.TheorganizerswishtothankMr.AnindaBose,Senior
Editor,SpringerNature,NewDelhi,India,forthesupportandguidance.
Noida,India MukeshSaraswat
Kota,India HarishSharma
Bengaluru,India K.Balachandran
Seoul,Korea(Republicof) JoongHoonKim
NewDelhi,India JagdishChandBansal
Contents
TheExtractionofAutomatedVehiclesTrafficAccidentFactors
andScenariosUsingReal-WorldData ............................... 1
MinHeeKang,JaeinSong,andKeeyeonHwang
LeafDiseaseIdentificationinRicePlantsUsingCNNModel ........... 17
AllamSushanthReddyandJyothiThomas
TwitterSentimentAnalysisBasedonNeuralNetworkTechniques ...... 33
AshutoshSingalandMichaelMosesThiruthuvanathan
EnhancedStockMarketPredictionUsingHybridLSTMEnsemble .... 49
ReubenPhilipRoyandMichaelMosesThiruthuvanathan
Classifying Microarray Gene Expression Cancer Data Using
StatisticalFeatureSelectionandMachineLearningMethods .......... 63
S.AlagukumarandT.Kathirvalavakumar
Pythagorean Fuzzy Information Measure with Application
toMulticriteriaDecisionMaking ................................... 79
AnjaliMunde
Developing an Improved Software Architecture Framework
forSmartManufacturing .......................................... 87
GarethA.Gericke,RangithB.Kuriakose,andHermanJ.Vermaak
Intelligent Water Drops Algorithm Hand Calculation Using
aMathematicalFunction ........................................... 101
SathishKumarRavichandran,ArchanaSasi,andRameshVatambeti
AStudyofDecisionTreeClassifiertoPredictLearner’sProgression ... 113
SavitaMohurleandRichaPandey
AnOverviewofBlockchainandIoTine-HealthcareSystem ........... 123
S.V.VandanaAryaSomayajulaandAnkurGoyal
vii
viii Contents
Energy-Efficient ACO-DA Routing Protocol Based
onIoEABC-PSOClusteringinWSN ................................ 139
M.VasimBabu, C.N.S.VinothKumar, B.Baranidharan,
M.MadhusudhanReddy,andR.Ramasamy
ModellingCriticalSuccessFactorsforSmartGridDevelopment
inIndia ........................................................... 157
Archana,RaviShankar,andShvetaSingh
StabilityAnalysisofEmergedSeasidePerforatedQuarterCircle
BreakwaterUsingSoftComputingTechniques ....................... 177
SreelakshmyMadhusoodhananandSubbaRao
A Risk-Budgeted Portfolio Selection Strategy Using Novel
MetaheuristicOptimizationApproach ............................... 193
MohammadShahid, ZubairAshraf, MohdShamim,
MohdShamimAnsari,andFaisalAhmad
AnOptimizationReconfigurationReactivePowerDistribution
NetworkBasedonImprovedBatAlgorithm ......................... 205
Thi-KienDao, Trinh-DongNguyen, Trong-TheNguyen,
andJothiswaranThandapani
AnalyzingaRaga-BasedBollywoodSong:AStatisticalApproach ...... 217
LopamudraDuttaandSoubhikChakraborty
SecurityPrioritizedHeterogeneousEarliestFinishTimeWorkflow
AllocationAlgorithmforCloudComputing .......................... 233
MahfoozAlam,MohammadShahid,andSuhelMustajab
Dropout-VGGBasedConvolutionalNeuralNetworkforTraffic
SignCategorization ................................................ 247
InderpreetSingh,SunilKr.Singh,SudhakarKumar,andKritiAggarwal
Internet-Based Healthcare Things Driven Deep Learning
AlgorithmforDetectionandClassificationofCervicalCells ........... 263
ShrutiSuhasKute, AmitKumarTyagi, ShavetaMalik,
andAtharvaDeshmukh
Load Balancing Algorithms in Cloud Computing
Environment—AnEffectiveSurvey ................................. 279
N.PriyaandS.ShanmugaPriya
Assessment of the Spatial Variability of Air Pollutant
ConcentrationsatIndustrialBackgroundStationsinMalaysia
UsingSelf-organizingMap(SOM) .................................. 291
LoongChuenLeeandHukilSino
Contents ix
AnApproachforEnhancingSecurityofDataoverCloudUsing
MultilevelAlgorithm .............................................. 305
BinitaThakkarandBlessyThankachan
AdvancedSpamDetectionUsingNLPandDeepLearning ............. 319
AdityaAnil,AnanyaSajwan,LalithaRamchandar,andN.Subhashini
A Systematic Literature Review on Image Preprocessing
andFeatureExtractionTechniquesinPrecisionAgriculture ........... 333
G.SharmilaandKavithaRajamohan
AComprehensiveStudyonComputer-AidedCataractDetection,
Classification,andManagementUsingArtificialIntelligence .......... 355
BinjuSajuandR.Rajesh
Improving Black Hole Algorithm Performance by Coupling
withGeneticAlgorithmforFeatureSelection ........................ 367
HrushikeshBhosale, PrasadOvhal, AamodSane,
andJayaramanK.Valadi
BrainTumorAnalysisandReconstructionUsingMachineLearning ... 381
PriyankaSharma,DineshGoyal,andNeerajTiwari
Ordered Ensemble Classifier Chain for Image and Emotion
Classification ...................................................... 395
PuneetHimthani, PuneetGurbani, KapilDevRaghuwanshi,
GopalPatidar,andNitinKumarMishra
A Novel Deep Learning SFR Model for FR-SSPP at Varied
CapturingConditionsandIlluminationInvariant .................... 407
R.Bhuvaneshwari, P.Geetha, M.S.KarthikaDevi, S.Karthik,
G.A.Shravan,andJ.Surenthernath
Attention-Based Ensemble Deep Learning Technique
forPredictionofSeaSurfaceTemperature ........................... 425
AshapurnaMarndiandG.K.Patra
Political Optimizer-Based Optimal Integration of Soft Open
PointsandRenewableSourcesforImprovingResilienceinRadial
DistributionSystem ................................................ 439
D.SreenivasuluReddyandVaraprasadJanamala
FaceandEmotionRecognitionfromReal-TimeFacialExpressions
UsingDeepLearningAlgorithms ................................... 451
ShrinithaMonicaandR.RoselineMary
AReal-TimeTrafficJamDetectionandNotificationSystemUsing
DeepLearningConvolutionalNetworks ............................. 461
SedishSeegolamandSameerchandPudaruth