Table Of ContentStudies in Computational Intelligence 1068
Thi Dieu Linh Nguyen
Joan Lu Editors
Machine
Learning and
Mechanics Based
Soft Computing
Applications
Studies in Computational Intelligence
Volume 1068
SeriesEditor
JanuszKacprzyk,PolishAcademyofSciences,Warsaw,Poland
The series “Studies in Computational Intelligence” (SCI) publishes
new developments and advances in the various areas of computational
intelligence—quickly and with a high quality. The intent is to cover the theory,
applications, and design methods of computational intelligence, as embedded in
the fields of engineering, computer science, physics and life sciences, as well as
themethodologiesbehindthem.Theseriescontainsmonographs,lecturenotesand
editedvolumesincomputationalintelligencespanningtheareasofneuralnetworks,
connectionist systems, genetic algorithms, evolutionary computation, artificial
intelligence, cellular automata, self-organizing systems, soft computing, fuzzy
systems,andhybridintelligentsystems.Ofparticularvaluetoboththecontributors
and the readership are the short publication timeframe and the world-wide
distribution,whichenablebothwideandrapiddisseminationofresearchoutput.
IndexedbySCOPUS,DBLP,WTIFrankfurteG,zbMATH,SCImago.
AllbookspublishedintheseriesaresubmittedforconsiderationinWebofScience.
·
Thi Dieu Linh Nguyen Joan Lu
Editors
Machine Learning
and Mechanics Based Soft
Computing Applications
Editors
ThiDieuLinhNguyen JoanLu
HanoiUniversityofIndustry DepartmentofComputerScience
Hanoi,Vietnam UniversityofHuddersfield
Huddersfield,UK
ISSN 1860-949X ISSN 1860-9503 (electronic)
StudiesinComputationalIntelligence
ISBN 978-981-19-6449-7 ISBN 978-981-19-6450-3 (eBook)
https://doi.org/10.1007/978-981-19-6450-3
©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
In recent years, as some of the key drivers Industry 4.0, the enabling technologies
includingartificialintelligence,bigdata,cloudcomputing,InternetofThings,block
chain,robotics,anddigitaltwinhavebeenwidelyattractingalotofattentionfrom
researchersandpractitioners.Inaddition,thedevelopmentofsoftcomputingtech-
niqueshasenabledresearcherstocreatemorefidelitydata-drivenmodelsandprovide
innovativesolutionstoreal-worldproblems.
Asweseetoday,thetechnologiesaremovingtowardsindustryandsocietyinthe
interdisciplinarymodetosolvethesocietalproblem;withthisthought,thisproject
iscarriedoutandwebelievethatwithcollectionofselectedworkbyvariousauthor,
thisbookhelpsmanylevelpeoplefromacademiatoindustryatdifferentways.
Thisbookprovidesthelatestresearchfindingsintheemergingtechnologieswith
special focus on soft computing intelligent techniques and applications in various
fieldsofengineering,particularlysmarteco-systemincludingsmartmanufacturing
andsmartagriculture.
Startingfromartificialintelligencetomechanics,roboticsandhowtechnologyis
helpinginmanagementiscoveredveryselectively.Webelievethatthecollectionof
theseresearchworkswillbeprovedhelpingtogiveasupportedgetomanyresearch
problems.
Thebookisacomprehensiveresourceandwillbebeneficialforstudents,engi-
neers,researchers,andpractitionerswhowanttoexploreintelligentcomputingalgo-
rithms as well as harness different smart and cutting-edge technologies in solving
currentchallengingengineeringproblems.
Thebooksharesthehighlightsaboutthe
6Gdiscussionaboutfuturisticapproach
Artificialintelligenceandmanagement
v
vi Preface
MachinelearningsandIndustry4.0
Mathematicsandcomputationaldrives’applications
Mechanicsandroboticsapplications
Softcomputingapplications
Hanoi,Vietnam ThiDieuLinhNguyen
Huddersfield,UK JoanLu
Contents
ThresholdTextClassificationwithKullback–LeiblerDivergence
Approach ........................................................ 1
HiepXuanHuynh, CangAnhPhan, TuCamThiTran,
HaiThanhNguyen,andDinhQuocTruong
CellularAutomata-BasedSimulationModelforWaterQuality
ManagementofPangasiusPonds .................................... 13
HiepXuanHuynh,DungTienTranNguyen,HuongHoangLuong,
andHaiThanhNguyen
HeuristicMethodsSolvingMarkowitzMean-VariancePortfolio
OptimizationProblem ............................................. 29
TaAnhSon,BuiQuocBao,andLuuQuangLuc
Context-Based and Collaboration-Based Product
Recommendation Approaches for a Clothes Online Sale
System ........................................................... 41
HaiThanhNguyen,ViHungNgo,andTranThanhDien
ACost-EffectiveControlSystemoftheBiogas-BasedElectrical
Generator ........................................................ 53
HoangAnh,DucTungTrinh,VuThanhNguyen,HungDungPham,
andDucChinhHoang
Parallel,DistributedModelCheckingofCompositeWebServices
withIntegratedChoreographyandOrchestration .................... 65
D.SungeethaandB.S.SathishKumar
AnApplication ofLogisticRegressionModelintheStudent’s
AcademicPerformanceatHUST,Vietnam ........................... 77
TaAnhSonandNguyenTuanDat
vii
viii Contents
Soft Robotics-Fingered Hand Based on Working Principle
ofAsymmetricSoftActuator ....................................... 89
HiepXuanTrinh,PhungVanBinh,LeDucManh,NguyenVanManh,
andNgoVanQuang
ControlDesignfor400HzGroundPowerUnit ....................... 97
TranQueSon, NguyenKienTrung, DichNguyenQuang,
DoNgocQuy,andDoBaPhu
Rapid Design of Square-Spiral Metamaterial for Enhanced
WirelessPower Transfer Applications UsingArtificialNeural
Networks ......................................................... 109
BuiHuuNguyen,Quoc-DongHoang,andLuanN.T.Huynh
GISandRSApplicationforLandUseStatusQuoMappingin2020
andLandUseChangeAssessinginThuDauMotCity ................ 117
DangTrungThanh, NguyenHuynhAnhTuyet, VoQuangMinh,
andPhamThanhVu
ParticleSwarmOptimizationforAccelerationTrackingControl
ofanActuatorSystem ............................................. 133
Quoc-DongHoang,BuiHuuNguyen,andLuanN.T.Huynh
CounttheNumberofSteelBarsBasedonDeepLearning ............. 141
Dinh-ThuanDang,Jing-WeinWang,VanNghiaLuong,VanLamHa,
andVanTrinhTruong
HybridSARIMA—GRUModelBasedonSTLforForecasting
WaterLevelinRedRiverNorthVietnam ............................ 151
PhamDinhQuan, VuHoangAnh, NguyenQuangDat,
andVijenderKumarSolanki
Activity-BasedLearning:AnAnalysistoTeachLearnersUsing
OnlineMethodologies .............................................. 163
DeepanjaliMishra,DilraboBakhronova,andUmidaDjalilova
Use of a Fatigue Framework to Adopt a New Normalization
StrategyforDeepLearning-BasedAugmentation ..................... 173
R.Regin, AhmedJ.Obaid, S.SumanRajest,
andM.KalyanChakravarthi
AnInnovativeandSmartAgriculturePlatformforImproving
theCoffeeValueChainandSupplyChain ........................... 185
VanDuyNguyen,TriCongPham,ChiHieuLe,ThanhTrungHuynh,
TanHungLe,andMichaelPackianather
ComplexShearImagingBasedonSignalProcessingandMachine
LearningAlgorithms .............................................. 199
Duc-TanTranandVijenderKumarSolanki
Contents ix
BreastCancerDetectionBasedonUWBDatasetandMachine
Learning ......................................................... 215
HebaMehdiandFurkanRabee
AReviewofMathematicalMethodsforFlexibleRobotDynamics
ModelingandSimulation ........................................... 229
ChuA.My,DuongX.Bien,TrinhXuanHiep,NguyenCongDinh,
VuMinhDuc, NguyenTheNguyen, ChiHieuLe,
andEsmailAliAlandoli
Digital Twins of Robotic Systems: Increasing Capability
forIndustrialApplications ......................................... 241
TranTuanAnh, NguyenThanhTan, DinhThanLe, LeChiHieu,
JamaluddinMahmud,M.J.A.Latif,andNguyenHoQuang
OptimalMotionforHumanoidRoboticArmsUsingKinectCamera ... 259
SaifF.AbulhailandMohammedZ.Al-Faiz
6GWirelessCommunicationSystemsandItsApplications ............ 271
M.S.Swetha,M.S.Muneshwara,A.S.MuraliManoharaHegde,
andZonghyuLu
Compensation Techniques for Nonlinear Effects Using
NG-RoF-DSP:AReview ........................................... 289
AhmedJasimObaid, HassanK.Al-Musawi,
andMohammedAhmedAbdl-Nibe
An IoT Solution Designed for Remote Automatic Control
and Supervisor Systems to Key Environmental Factors
andDiseasesinCoffeeFarmsinVietnam ............................ 305
ThangLongVuandVanDuyNguyen
ArtificialIntelligenceasaStrategicPartnertoHRM4.0 .............. 319
ShivaniAgarwal, ThiDieuLinhNguyen,
andGloriaJeanetteRincónAponte
