Proceedings of International Conference on Information and Communication Technology for Development. ICICTD 2022

553 Pages·2023·16.508 MB·English

by  Mohiuddin Ahmad, Mohammad Shorif Uddin, Yeong Min Jang

Studies in Autonomic,
Data-driven and Industrial Computing
Mohiuddin Ahmad
Mohammad Shorif Uddin
Yeong Min Jang   Editors
Proceedings
of International
Conference
on Information and
Communication
Technology
for Development
ICICTD 2022
Studies in Autonomic, Data-driven
and Industrial Computing
SeriesEditors
SwagatamDas,IndianStatisticalInstitute,Kolkata,WestBengal,India
JagdishChandBansal,SouthAsianUniversity,Chanakyapuri,India
The book series Studies in Autonomic, Data-driven and Industrial Computing
(SADIC) aims at bringing together valuable and novel scientific contributions
that address new theories and their real world applications related to autonomic,
data-driven, and industrial computing. The area of research covered in the series
includestheoryandapplicationsofparallelcomputing,cybertrustandsecurity,grid
computing, optical computing, distributed sensor networks, bioinformatics, fuzzy
computinganduncertaintyquantification,neurocomputinganddeeplearning,smart
grids, data-driven power engineering, smart home informatics, machine learning,
mobile computing, internet of things, privacy preserving computation, big data
analytics, cloud computing, blockchain and edge computing, data-driven green
computing, symbolic computing, swarm intelligence and evolutionary computing,
intelligentsystemsforindustry4.0,aswellasotherpertinentmethodsforautonomic,
data-driven,andindustrialcomputing.
Theserieswillpublishmonographs,editedvolumes,textbooksandproceedingsof
importantconferences,symposiaandmeetingsinthefieldofautonomic,data-driven
andindustrialcomputing.
· ·
Mohiuddin Ahmad Mohammad Shorif Uddin
Yeong Min Jang
Editors
Proceedings of International
Conference on Information
and Communication
Technology for Development
ICICTD 2022
Editors
MohiuddinAhmad MohammadShorifUddin
InstituteofInformation DepartmentofComputerScience
andCommunicationTechnology andEngineering
KhulnaUniversityofEngineering& JahangirnagarUniversity
Technology Dhaka,Bangladesh
Khulna,Bangladesh
YeongMinJang
SchoolofElectricalEngineering
KookminUniversity
Seoul,Korea(Republicof)
ISSN 2730-6437 ISSN 2730-6445 (electronic)
StudiesinAutonomic,Data-drivenandIndustrialComputing
ISBN 978-981-19-7527-1 ISBN 978-981-19-7528-8 (eBook)
https://doi.org/10.1007/978-981-19-7528-8
©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicensetoSpringerNature
SingaporePteLtd.2023
Thisworkissubjecttocopyright.AllrightsaresolelyandexclusivelylicensedbythePublisher,whether
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The registered company address is: 152 Beach Road, #21-01/04 Gateway East, Singapore 189721,
Singapore
Preface
Thisbookgathersoutstandingresearcharticlesastheproceedingsatthe1stInter-
national Conference on Information and Communication Technology for Devel-
opment (ICICTD 2022), which was organized by the Institute of Information and
Communication Technology (IICT), Khulna University of Engineering & Tech-
nology (KUET), Bangladesh, during July 29–30, 2022, in both virtual and phys-
ical modes due to the COVID-19 pandemic. The conference was conceived as a
platformforcongenialnetworking,disseminatingandexchangingideas,concepts,
and results of researchers from academia and industry in the field of Information
andCommunicationTechnology(ICT)fromthefurtherdevelopmentalperspective.
Theconferencefocusedondataandinformationsecurity,communicationnetwork,
natural language processing, collective intelligence, soft computing, optimization,
cloudcomputing,machinelearning,intelligentsoftware,robotics,datascience,and
bigdataanalytics.
WehavetriedourbesttoensurethequalityoftheICICTD2022proceedingsbook
throughthestringentandcarefulpeer-reviewprocessofthesubmittedmanuscripts.
ICICTD 2022 received a significant number (239) of technical contributed arti-
cles from distinguished participants from home and abroad. After a very strin-
gentpeer-reviewingprocess,only43high-qualityarticleswerefinallyacceptedfor
presentation,andthefinalproceedingsbookcontainsthesearticlesaschapters.
In fact, this book presents novel contributions in areas of ICT and it serves as
referencematerialforadvancedresearch.
Khulna,Bangladesh MohiuddinAhmad
Dhaka,Bangladesh MohammadShorifUddin
Seoul,SouthKorea YeongMinJang
v
About This Book
This book gathers outstanding research papers presented at the 1st International
Conference on Information and Communication Technology for Development
(ICICTD 2022), which was held during July 29–30, 2022, at Khulna University
of Engineering & Technology (KUET), Bangladesh, in both virtual and physical
modesduetotheCOVID-19pandemic.ICICTD2022wasorganizedbytheInsti-
tute of Information and Communication Technology (IICT), Khulna University of
Engineering&Technology(KUET),Bangladesh.Theconferenceisconceivedasa
platformforcongenialnetworking,disseminatingandexchangingideas,concepts,
and results of researchers from academia and industry in the field of Information
andCommunicationTechnology(ICT)fromthefurtherdevelopmentalperspective.
WehavetriedourbesttoensurethequalityoftheICICTD2022proceedingsbook
throughthestringentandcarefulpeer-reviewprocessofthesubmittedmanuscripts.
Infact,thisbookpresentsnovelcontributionsinareasofICTanditservesasreference
materialforadvancedresearch.
The topics covered are data and information security, communication network,
natural language processing, collective intelligence, soft computing, optimization,
cloudcomputing,machinelearning,intelligentsoftware,robotics,datascience,and
bigdataanalytics.
Khulna,Bangladesh MohiuddinAhmad
Dhaka,Bangladesh MohammadShorifUddin
Seoul,SouthKorea YeongMinJang
vii
Contents
1 NotesonImageWatermarkingandSteganography ............... 1
MahbubaBegumandMohammadShorifUddin
2 VehicleDetectionUsingDeepLearningMethodandAdaptive
and Dynamic Automated Traffic System via IoT Using
SurveillanceCamera .......................................... 15
NafizArman,SyedRakibHasan,andMd.RuhulAbedin
3 Predicting Average Localization Error of Underwater
WirelessSensorsviaDecisionTreeRegressionandGradient
BoostedRegression ............................................ 29
Md.MostafizurRahmanandSumiyaAkterNisher
4 Machine Learning Approaches for Classification
andDiameterPredictionofAsteroids ........................... 43
MirSakhawatHossainandMd.AkibZabed
5 DetectionoftheMostEssentialCharacteristicsfromBlood
RoutineTeststoIncreaseCOVID-19DiagnosticCapacity
byUsingMachineLearningAlgorithms ......................... 57
FariaRahmanandMohiuddinAhmad
6 Usability Evaluation of Adaptive Learning System
RhapsodeTM Learner .......................................... 71
Md.SaifuddinKhalid, TobiasAlexanderBangTretow-Fish,
andAmalieRoark
7 AMachineLearningandDeepLearningApproachtoClassify
MentalIllnesswiththeCollaborationofNaturalLanguage
Processing .................................................... 83
Md.RafinKhan, ShadmanSakib, AdriaBinteHabib,
andMuhammadIqbalHossain
ix
x Contents
8 DataGovernanceandDigitalTransformationinSaudiArabia .... 95
KholodSaaedAl-QahtaniandM.M.HafizurRahman
9 AWaveguide-FedHybridGraphenePlasmonicNanoantenna
forOn-ChipWirelessOpticalCommunication ................... 107
RichardVictorBiswas
10 Effectiveness of Transformer Models on IoT Security
DetectioninStackOverflowDiscussions ......................... 125
NibirChandraMandal, G.M.Shahariar,
andMd.TanvirRoufShawon
11 Digital Health Inclusion to Achieve Universal Health
CoverageintheEraof4thIndustrialRevolution ................. 139
FarhanaSarker,MoinulH.Chowdhury,RonyChowdhuryRipan,
TanvirIslam,RubaiyatAlimHridhee,A.K.M.NazmulIslam,
andKhondakerA.Mamun
12 Design of 8 × 8 Microstrip Array Antenna for ISM
andK-BandApplications ...................................... 153
ProdipKumarSahaPurnendu,AfrinBinteAnwar,RimaIslam,
DebalinaMollik,Md.AnwarHossain,andMohiuddinAhmad
13 Spatial-SpectralKernelConvolutionalNeuralNetwork-Based
Subspace Detection for the Task of Hyperspectral Image
Classification ................................................. 163
Md.HafizAhamedandMd.AliHossain
14 SentimentAnalysisandEmotionDetectionfromKhasiText
Data—ASurvey ............................................... 171
BanteilangMukhimandSufalDas
15 ClassificationofBrainHemorrhageUsingDeepLearning
fromCTScanImages ......................................... 181
NipaAnjum,AbuNomanMd.Sakib,andSk.Md.MasudulAhsan
16 AnAutomatedRemoteHealthMonitoringSysteminIoT
Facilities ..................................................... 195
PallabKumarNandiandMohiuddinAhmad
17 SurfaceReflectance:AMetricforUntexturedSurgicalScene
Segmentation ................................................. 209
ShahnewazAli, YaqubJonmohamadi, YuTakeda,
JonathanRoberts, RossCrawford, CameronBrown,
andAjayK.Pandey
Contents xi
18 Classification and Segmentation on Multi-regional Brain
TumorsUsingVolumetricImagesofMRIwithCustomized
3DU-NetFramework .......................................... 223
Md.FaysalAhamed, Md.RobiulIslam, TahmimHossain,
KhalidSyfullah,andOviSarkar
19 ExplainableAIandEnsembleLearningforWaterQuality
Prediction .................................................... 235
NakayizaHellen,HasibulHasanSabuj,andMd.AshrafulAlam
20 Diagnosis of Autism Spectrum Disorder Through Eye
MovementTrackingUsingDeepLearning ....................... 251
NasirulMumenin, Md.FarhadulIslam,
Md.ReasadZamanChowdhury,andMohammadAbuYousuf
21 Real-TimeLightweightBanglaSignLanguageRecognition
Model Using Pre-trained MobileNetV2 and Conditional
DCGAN ...................................................... 263
AbdullahAlRafi, RakibulHassan, Md.RabiulIslam,
andMd.Nahiduzzaman
22 A Novel Method of Thresholding for Brain Tumor
SegmentationandDetection .................................... 277
TanberHasanShemanto, LubabaBinteBillah,
andMd.AbrarIbtesham
23 DevelopingWearableHuman–ComputerInterfacingSystem
BasedonEMGandGyroforAmputees ......................... 291
Md.RokibRaihanandMohiuddinAhmad
24 ImplementationofTwistedEdwardsCurve-BasedUnified
GroupOperationforECCProcessor ............................ 305
AsifFaisalKhanandMd.JahirulIslam
25 IoT-Based Smart Office and Parking System
withtheImplementationofLoRa ............................... 317
RobiPaulandJunayedBinNazir
26 Bandwidth Borrowing Technique for Improving QoS
ofCluster-BasedPONSystem .................................. 331
MehediHasan,SujitBasu,andMonirHossen
27 Ensemble of Boosting Algorithms for Parkinson Disease
Diagnosis ..................................................... 343
MaksudaRahman, Md.KamrulHasan,
MasshuraMayashirMadhurja,andMohiuddinAhmad