Recent Advances in Artificial Intelligence and Data Engineering: Select Proceedings of AIDE 2020 (Advances in Intelligent Systems and Computing, 1386)

454 Pages·2021·12.815 MB·English

by  Pushparaj Shetty D. (editor), Surendra Shetty (editor)

Advances in Intelligent Systems and Computing 1386
Pushparaj Shetty D.
Surendra Shetty   Editors
Recent Advances
in Artificial
Intelligence and
Data Engineering
Select Proceedings of AIDE 2020
Advances in Intelligent Systems and Computing
Volume 1386
SeriesEditor
JanuszKacprzyk,SystemsResearchInstitute,PolishAcademyofSciences,
Warsaw,Poland
AdvisoryEditors
NikhilR.Pal,IndianStatisticalInstitute,Kolkata,India
RafaelBelloPerez,FacultyofMathematics,PhysicsandComputing,
UniversidadCentraldeLasVillas,SantaClara,Cuba
EmilioS.Corchado,UniversityofSalamanca,Salamanca,Spain
HaniHagras,SchoolofComputerScienceandElectronicEngineering,
UniversityofEssex,Colchester,UK
LászlóT.Kóczy,DepartmentofAutomation,SzéchenyiIstvánUniversity,
Gyor,Hungary
VladikKreinovich,DepartmentofComputerScience,UniversityofTexas
atElPaso,ElPaso,TX,USA
Chin-TengLin,DepartmentofElectricalEngineering,NationalChiao
TungUniversity,Hsinchu,Taiwan
JieLu,FacultyofEngineeringandInformationTechnology,
UniversityofTechnologySydney,Sydney,NSW,Australia
PatriciaMelin,GraduateProgramofComputerScience,TijuanaInstitute
ofTechnology,Tijuana,Mexico
NadiaNedjah,DepartmentofElectronicsEngineering,UniversityofRiodeJaneiro,
RiodeJaneiro,Brazil
NgocThanhNguyen ,FacultyofComputerScienceandManagement,
WrocławUniversityofTechnology,Wrocław,Poland
JunWang,DepartmentofMechanicalandAutomationEngineering,
TheChineseUniversityofHongKong,Shatin,HongKong
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·
Pushparaj Shetty D. Surendra Shetty
Editors
Recent Advances in Artificial
Intelligence and Data
Engineering
Select Proceedings of AIDE 2020
Editors
PushparajShettyD. SurendraShetty
DepartmentofMathematical DepartmentofMCA
andComputationalSciences NMAMInstituteofTechnology
NationalInstituteofTechnologyKarnataka Karkala,India
(NITK)
Mangalore,India
ISSN2194-5357 ISSN2194-5365 (electronic)
AdvancesinIntelligentSystemsandComputing
ISBN978-981-16-3341-6 ISBN978-981-16-3342-3 (eBook)
https://doi.org/10.1007/978-981-16-3342-3
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Preface
ThisvolumeofArtificialEngineeringinDataEngineeringcontainstheproceedings
of the 2nd International Conference on Emerging Trends in Engineering—ICETE
2020 being held in NMAM Institute of Technology, Nitte, Karkala, Udupi, India,
duringDecember22and23,2020.Someofthebestresearchersinthefielddelivered
keynoteaddressonthethemeareasoftheconference.Thisgaveanopportunityto
thedelegatestointeractwiththeseexpertsandtoaddresssomeofthechallenging
interdisciplinaryproblemsintheareasofartificialintelligenceanddataengineering.
AIDE 2020 attracted over 120 submissions. Through rigorous peer review, 41
high-qualitypaperswererecommendedbytheinternationalprogramcommitteetobe
presentedattheconferenceandincludedinthisvolume.TheAIDE2020conference
isthesecondseriesoftheinternationalconferenceinartificialintelligenceanddata
engineeringthatfocusesontherecenttechnologiesandtrendsinartificialintelligence
anddataengineeringfieldingeneral.
AIDE2020wasdevotedtonovelmethodsinthefieldsofmachinelearning,IoT,
artificialintelligence,deeplearning,computernetworks,cloudcomputing,anddata
mining.Theconferencefeaturesseveralkeynoteaddressesintheareaofadvanced
computer science and information technology processing. These areas have been
recognizedtobethekeytechnologiespoisedtoshapemodernsocietyintheupcoming
decade.
Onbehalfoftheorganizingcommittee,wewouldliketoacknowledgethesupport
fromsponsorswhohelpedinonewayortheothertoachieveourgoalsfortheconfer-
ence.WewishtoexpressourappreciationtoSpringerforpublishingtheproceedings
ofAIDE2020.Wealsowishtoacknowledgethededicationandcommitmentofthe
AIDEEditorialStaff.Wewouldliketothanktheauthorsforsubmittingtheirwork,
aswellasthetechnicalprogramcommitteemembersandreviewersfortheirenthu-
siasm, time, and valuable suggestions. The invaluable help of the members from
the organizing committee and volunteers in setting up and maintaining the online
v
vi Preface
submission systems, assigning papers to the reviewers, and preparing the camera-
readyversionoftheproceedingsishighlyappreciated.Wewouldliketoprofusely
thankthemformakingAIDE2020asuccess.
Mangalore,India Dr.SurendraShetty
Karkala,India Dr.PushparajShettyD.
January2021
Contents
SmartEnvironmentandNetworkIssues
MachineLearning-BasedEnsembleNetworkSecuritySystem ......... 3
PrashanthP.Wagle,ShobhaRani,SuhasB.Kowligi,B.H.Suman,
B.Pramodh,PranawKumar,SrinivasaRaghavan,K.AdityaShastry,
H.A.Sanjay,ManojKumar,K.Nagaraj,andC.Subhash
MachineLearning-BasedAirPollutionPrediction .................... 17
SheethalShivakumar, K.AdityaShastry, SimranjithSingh,
SalmanPasha,B.C.Vinay,andV.Sushma
Crop and Fertilizer Recommendation System Based on Soil
Classification ...................................................... 29
Pruthviraj,G.C.Akshatha,K.AdityaShastry,Nagaraj,andNikhil
HumanActivityClassificationUsingDeepConvolutionalNeural
Network .......................................................... 41
AniketVerma,AmitSuman,VidyadeviG.Biradar,andS.Brunda
IntelligentIoT-BasedProductDispenserandBillingSystem ........... 51
RoshanFernandes, AnishaP.Rodrigues, AnushaRani,
RachanaPandit,VijayaPadmanabha,andB.A.Mohan
ModelsPredictingPM2.5Concentrations—AReview ................ 65
AnushaAnchan,B.ShabariShedthi,andG.R.Manasa
PerformanceAnalysisofModifiedTCPNewRenoforMANETs ....... 85
SharadaU.Shenoy,UdayaKumarK.Shenoy,andM.SharmilaKumari
SmartHealthandPatternRecognition
Identification of Helmets on Motorcyclists and Seatbelt
onFour-WheelerDrivers ........................................... 99
DivyanshSaini, VedashreeArundekar, K.V.Priya,
andDivyaJenniferD’Souza
vii
viii Contents
PredictionofAutisminChildrenwithDown’sSyndromeUsing
MachineLearningAlgorithms ...................................... 109
D.N.Disha,SSeema,andK.AdityaShastry
SpeechEmotionRecognitionUsingK-NearestNeighborClassifiers .... 123
M.VenkataSubbarao,SudheerKumarTerlapu,NandigamGeethika,
andKudupudiDurgaHarika
ObjectDetectionandVoiceGuidancefortheVisuallyImpaired
UsingaSmartApp ................................................ 133
RamyaSrikanteswara, M.ChandrashekarReddy, M.Himateja,
andK.MaheshKumar
ApplicationtoAidHearingandSpeechImpairedPeople .............. 145
AkshathaPatkar,SteveMartis,Anupriya,Rakshith,andDeepthiG.Pai
VariantsofFuzzyC-MeansonMRIModalityforCancerImage
Archives .......................................................... 161
C.K.Roopa,B.S.Harish,andR.KasturiRangan
A Review on Effectiveness of AI and ML Techniques
forClassificationofCOVID-19MedicalImages ...................... 171
M.J.DileepKumar,G.Santhosh,PrabhaNiranjajn,andG.R.Manasa
MedicalImageEncryptionUsingSCANTechniqueandChaotic
TentMapSystem .................................................. 181
Kiran,B.D.Parameshachari,andH.T.Panduranga
Utilization of Dark Data from Electronic Health Records
fortheEarlyDetectionofAlzheimer’sDisease ....................... 195
SonamV.MajuandO.S.GnanaPrakasi
BrainTumorSegmentationUsingCapsuleNeuralNetwork ........... 205
JyothiShetty,ShravyaShetty,VijayaShetty,andChiragRai
ForgeryDetectionandImageRecommendationSystems
UsingMachineLearningforImageRecommendationinNews
Articles ........................................................... 215
RohitJere, AnantPandey, HasibShaikh, SulochanaNadgeri,
andPragatiChandankhede
AnApproachtoNoisySyntheticColorImageSegmentationUsing
UnsupervisedCompetitiveSelf-OrganizingMap ...................... 227
P.Ganesan, B.S.Sathish, L.M.I.LeoJoseph, B.Girirajan,
P.Anuradha,andR.Murugesan
Building Dataset and Deep Learning-Based Inception Model
fortheCharacterClassificationofTigalariScript .................... 239
SachinS.Bhat,AlakaAnanth,RajashreeNambiar,andNagarajBhat
Contents ix
HandwrittenCharacterRecognitionUsingDeepConvolutional
NeuralNetworks .................................................. 253
R.Shashank,A.AdarshRai,andP.SrinivasaPai
ImplementingFaceSearchUsingHaarCascade ...................... 263
RamyashreeandP.S.Venugopala
DeepLearningPhotographCaptionGenerator ....................... 277
SavithaShetty, SarikaHegde, SarithaShetty, DeepthiShetty,
M.R.Sowmya,ReevanMiranda,FedrickSequeira,andJoystonMenezes
StreamingofMultimediaDataUsingSCTPfromanEmbedded
Platform .......................................................... 289
E.S.VaniandSankarDasiga
A Fast Block-Based Technique to Detect Copy-Move Forgery
inDigitalImages .................................................. 299
VaneetKour,PreetiAggarwal,andRavreetKaur
Bottlenecks in Finite Impulse Response Filter Architectures
onaReconfigurablePlatform ....................................... 309
KunjanD.ShindeandC.Vijaya
Copy-Move Image Forgery Detection Using Discrete Cosine
Transforms ....................................................... 327
R.P.VandanaandP.S.Venugopala
SentimentClassificationandDataAnalysis
ADetailAnalysisandImplementationofHaarCascadeClassifier ...... 341
GauravGhoshandK.S.Swarnalatha
SentimentAnalysisofTwitterPostsinEnglish,KannadaandHindi
languages ......................................................... 361
SarithaShetty, SarikaHegde, SavithaShetty, DeepthiShetty,
M.R.Sowmya,RahulShetty,SourabhRao,andYashasShetty
AnEfficientAlgorithmforFruitRipenessDetection .................. 377
SharathKumarandRamyashree
KannadaDocumentClassificationUsingUnicodeTermEncoding
OverVectorSpace ................................................. 387
R.KasturiRanganandB.S.Harish
DeterminingStockMarketAnomaliesbyUsingOptimizedz-Score
TechniqueonClustersObtainedfromK-Means ...................... 401
BibekKumarSardar,S.Pavithra,H.A.Sanjay,andPrasantaGogoi
Data-DrivenStrategiesRecommendationforCreatingMOOCs
forEffectiveOnlineLearningExperience ............................ 415
TanayPratapandSanjaySingh