Table Of ContentLecture Notes on Data Engineering
and Communications Technologies 152
Aboul Ella Hassanien · Václav Snášel ·
Mincong Tang · Tien-Wen Sung ·
Kuo-Chi Chang Editors
Proceedings of the
8th International
Conference
on Advanced
Intelligent Systems
and Informatics 2022
Lecture Notes on Data Engineering
and Communications Technologies
Volume 152
SeriesEditor
FatosXhafa,TechnicalUniversityofCatalonia,Barcelona,Spain
Theaimofthebookseriesistopresentcuttingedgeengineeringapproachestodata
technologiesandcommunications.Itwillpublishlatestadvancesontheengineering
taskofbuildinganddeployingdistributed,scalableandreliabledatainfrastructures
andcommunicationsystems.
The series will have a prominent applied focus on data technologies and
communications with aim to promote the bridging from fundamental research on
data science and networking to data engineering and communications that lead to
industryproducts,businessknowledgeandstandardisation.
IndexedbySCOPUS,INSPEC,EICompendex.
AllbookspublishedintheseriesaresubmittedforconsiderationinWebofScience.
· ·
Aboul Ella Hassanien Václav Snášel
· ·
Mincong Tang Tien-Wen Sung Kuo-Chi Chang
Editors
Proceedings of the 8th
International Conference
on Advanced Intelligent
Systems and Informatics
2022
Editors
AboulEllaHassanien VáclavSnášel
FacultyofComputersArtificialIntelligence FacultyofElectricalEngineering
CairoUniversity andComputerScience
Giza,Egypt VŠB-TechnicalUniversityofOstrava
Ostrava-Poruba,Moravskoslezsky,Czech
MincongTang Republic
InternationalCenterforInformatics
Research Tien-WenSung
BeijingJaiotongUniversity CollegeofComputerScience
Beijing,China andMathematics
FujianUniversityofTechnology
Kuo-ChiChang Fuzhou,Fujian,China
FujianUniversityofTechnology
NewTaipei,Taiwan
ISSN 2367-4512 ISSN 2367-4520 (electronic)
LectureNotesonDataEngineeringandCommunicationsTechnologies
ISBN 978-3-031-20600-9 ISBN 978-3-031-20601-6 (eBook)
https://doi.org/10.1007/978-3-031-20601-6
©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicensetoSpringerNature
SwitzerlandAG2023
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Organization
HonoraryChair
ProfessorM.F.Tolba,AinShamsUniversity,Cairo,Egypt
InternationalAdvisoryBoard
ProfessorSiddharthaBhattacharyya,ChristUniversity,Bangalore,India
ProfessorMrutyunjayaPanda,UtkalUniversity,VaniViharBhubaneswar-4,Odisha,
India
ProfessorAbdelkrimHaqiq,FST,Hassan1stUniversity,Settat,Morocco
ProfessorJanuszKacprzyk,PolishAcademyofSciences,Poland
ProfessorKamelHusseinRahouma,FacultyofComputers,NahdaUniversity,Beni
Suef,Egypt
ProfessorTien-WenSung,FujianUniversityofTechnology,Fuzhou,China
ProfessorFuquanZhang,MinjiangUniversity,Fujian,China
ProfessorFaridMeziane,UniversityofDerby,UK
ProfessorMohammadHammoudeh,ManchesterMetropolitanUniversity,UK
ProfessorSunilVadera,UniversityofSalford,UK
ProfessorNarayanC.Debnath,EasternInternationalUniversity,Vietnam
ProfessorVáclavSnášel,VSB-TechnicalUniversityofOstrava,CzechRepublic
GeneralChair
Professor Mincong Tang, International Center for Informatics Research, Beijing
JiaotongUniversity,China
v
vi Organization
ConferenceCo-chair
Professor Tien-Wen Sung, College of Computer Science and Mathematics, Fujian
UniversityofTechnology,China
TechnicalProgramChair
ProfessorKuo-ChiChang,DepartmentofAppliedIntelligentMechanicalandElec-
tricalEngineering,PreparatoryChair,YuDaUniversityofScienceandTechnology,
Taiwan,(R.O.C)
PublicityChair
MohamedAbdelfatah,Egypt
InternationalProgramCommittee
JoshuaA.Abolarinwa,NamibiaUniversityofScienceandTechnology,Namibia
Tolga Ensari, Department of Computer and Information Science, Arkansas Tech
University,USA
ArezouHarraf,BoxHillCollegeKuwait,Kuwait
AminaBuallay,SecretariatGeneraloftheHigherEducationCouncil,Bahrain
ArabyMadbouly,MuscatCollege,Oman
AbdulNasserNour,An-NajahNationalUniversity,Palestine
QasimZureigat,SulaimanAlRajhiSchoolofBusiness,SaudiArabia
BasheerAl-Haimi,HebeiUniversity,China
TalalAl-Hayale,UniversityofWindsor,Canada
ShakirUllah,StratfordUniversity,USA
Chin-Shiuh Shieh, National Kaohsiung University of Science and Technology,
Taiwan
ChrisHughes,UniversityofSalford,UK
EssamRashed,NagoyaInstituteofTechnology,Japan
PavelKrömer,VSBTechnicalUniversityofOstrava,CzechRepublic
IbrahimaFaye,UniversitiTeknologiPETRONAS,Malaysia
AhmedHamedAttia,SuezCanalUniversity,Egypt
YannisKorkontzelos,EdgeHillUniversity,UK
AmnaEleyan,ManchesterMetropolitanUniversity,UK
AhmedAli,PrinceSattamBinAbdulazizUniversity,KSA
Organization vii
EsraaEldesouky,PrinceSattamBinAbdulazizUniversity,KSA
EmanH.Alkhammash,TaifUniversity,SaudiArabia
RaniaHodhod,ColumbusStateUniversity,USA
MohamedMeselhyEltoukhy,SuezCanalUniversity,Egypt
MohamedW.AboEl-Soud,SuezCanalUniversity,Egypt
DjamelSaba,RenewableEnergyResearchUnitinSaharanregion,Adrar,Algeria
LocalArrangementCommitteeChairs
Dr. Mohamed Abd ElFatah, Misr Higher Institute for Commerce and Computers,
Mansoura,Egypt
Dr.MouradRaffat,Egypt
Dr.HebaAboulElla,Egypt
Preface
This volume constitutes the refereed proceedings of the 8th International Confer-
ence on Advanced Intelligent Systems and Informatics (AISI 2022), which took
place in Cairo, Egypt, November 20–22, 2022. It is an international interdisci-
plinary conference covering research and development in informatics and intelli-
gentsystems.InresponsetothecallforpapersforAISI2022,wehaveaccepted68
papers,fromthemainconferenceandoneworkshoptitled“Smartsystemsanddata
science”organizedbyProf.NajimaDaoudi,ESI,Morocco,andaspecialsessionon
BusinessIntelligence,organizedbyProfs.AshrafDarwish,Egypt,andMuhammad
TurkiAlshurideh,UnitedArabEmirates.Thepaperscovercurrentresearchindeep
learning, machine learning-based applications, real-time system, business intelli-
gence, Natural Language Processing, Internet of Things and fog computing, and
smartsystemsanddatascience.Wesincerelythanktheplenaryspeakers,workshop
chairs, and international program committee members for helping us formulate a
richtechnicalprogram.
We would like to extend our sincere appreciation for the outstanding work
contributed over many months by the local organization chair and publicity chair
oftheorganizingcommittee.WealsowishtoexpressourappreciationtotheSRGE
membersfortheirassistance.WewouldliketoemphasizethatthesuccessofAISI
2022wouldnothavebeenpossiblewithoutthesupportofmanycommittedvolun-
teerswhogenerouslycontributedtheirtime,expertise,andresourcestowardmaking
theconferenceanunqualifiedsuccess.Finally,thankstotheSpringerteamfortheir
support in all stages of the production of the proceedings. We hope that you will
enjoytheconferenceprogram.
Giza,Egypt AboulEllaHassanien
Ostrava-Poruba,CzechRepublic VáclavSnášel
Beijing,China MincongTang
Fuzhou,China Tien-WenSung
NewTaipei,Taiwan Kuo-ChiChang
ix
Contents
MachineLearning
Anti-electricityStealingDetectionBasedonRecurrentNeural
Network .......................................................... 3
Wei-haoXiao,Xu-hongHuang,NanZhao,andSheng-pingTang
Self-supervisedLearningforForegroundSegmentationwithaFew
AmountofLabeledImagesUsingTransformers ...................... 14
IslamOsmanandMohamedS.Shehata
AdaptiveCollaborativeLearningProcessinaHybridModel .......... 26
FatimaZohraLhafraandOtmanAbdoun
OverviewofGradientDescentAlgorithms:ApplicationtoRailway
Regularity ........................................................ 39
ZaynabeRagala,AsmaaRetbi,andSamirBennani
MajorRoleofArtificialIntelligence,MachineLearning,andDeep
LearninginIdentityandAccessManagementField:Challenges
andStateoftheArt ................................................ 50
SaraAboukadri,AafafOuaddah,andAbdellatifMezrioui
Analysis of Feature Selection Methods for Network Traffic
Classification ...................................................... 65
SaadatIzadi,MahmoodAhmadi,andRojiaNikbazm
MOOCVideoClassificationUsingNaturalLanguageProcessing
andMachineLearningModel ...................................... 78
OthmanElHarrakandJaberElBouhdidi
A Problem and Project-Based Learning Strategy to Promote
Students’MotivationinPost-pandemicGraduationDesignStudio:
AProspectiveComparativeStudy ................................... 89
BasmaN.El-MowafyandAsmaaM.Hassan
xi
