Recent Innovations in Artificial Intelligence and Smart Applications PDF
Preview Recent Innovations in Artificial Intelligence and Smart Applications
Studies in Computational Intelligence 1061 Mostafa Al-Emran Khaled Shaalan Editors Recent Innovations in Artificial Intelligence and Smart Applications Studies in Computational Intelligence Volume 1061 SeriesEditor JanuszKacprzyk,PolishAcademyofSciences,Warsaw,Poland The series “Studies in Computational Intelligence” (SCI) publishes new develop- mentsandadvancesinthevariousareasofcomputationalintelligence—quicklyand withahighquality.Theintentistocoverthetheory,applications,anddesignmethods of computational intelligence, as embedded in the fields of engineering, computer science, physics and life sciences, as well as the methodologies behind them. The series contains monographs, lecture notes and edited volumes in computational intelligence spanning the areas of neural networks, connectionist systems, genetic algorithms,evolutionarycomputation,artificialintelligence,cellularautomata,self- organizingsystems,softcomputing,fuzzysystems,andhybridintelligentsystems. Ofparticularvaluetoboththecontributorsandthereadershiparetheshortpublica- tiontimeframeandtheworld-widedistribution,whichenablebothwideandrapid disseminationofresearchoutput. This series also publishes Open Access books. A recent example is the book Swan,Nivel,Kant,Hedges,Atkinson,Steunebrink:TheRoadtoGeneralIntelligence https://link.springer.com/book/10.1007/978-3-031-08020-3. IndexedbySCOPUS,DBLP,WTIFrankfurteG,zbMATH,SCImago. AllbookspublishedintheseriesaresubmittedforconsiderationinWebofScience. · Mostafa Al-Emran Khaled Shaalan Editors Recent Innovations in Artificial Intelligence and Smart Applications Editors MostafaAl-Emran KhaledShaalan FacultyofEngineeringandIT FacultyofEngineeringandIT TheBritishUniversityinDubai TheBritishUniversityinDubai Dubai,UnitedArabEmirates Dubai,UnitedArabEmirates ISSN 1860-949X ISSN 1860-9503 (electronic) StudiesinComputationalIntelligence ISBN 978-3-031-14747-0 ISBN 978-3-031-14748-7 (eBook) https://doi.org/10.1007/978-3-031-14748-7 ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicensetoSpringerNature SwitzerlandAG2022 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. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface The domain of artificial intelligence (AI) and its smart applications has extremely evolvedduringthelastdecade.Severalempiricalandtheoreticalfindingsaregrowing enormouslyduetotheincreasingnumberofsuccessfulapplicationsandnewtheories derivedfromnumerousdiverseissues.ThisbookisdedicatedtotheAIdomainin several ways. First, it highlights the recent research trends on the role of AI in advancing automotive manufacturing, augmented reality, sustainable development in smart cities, telemedicine, and robotics. Further, it sheds light on the recent AI innovations in classical machine learning, deep learning, Internet of Things (IoT), blockchain,knowledgerepresentation,knowledgemanagement,bigdata,andnatural languageprocessing(NLP).Besides,thiseditedbookcoversempiricalandreview studiesthatprimarilyconcentrateontheaforementionedissues.Theseempiricaland reviewstudieswouldassistscholarsinpursuingfutureresearchinthedomainand identifyingthepossiblefuturedevelopmentsandmodificationsofAIapplications. PostgraduatestudentscanalsogaininsightsintotherecentdevelopmentsinAIand itsapplications. Thisbookisintendedtopresentstate-of-the-artstudiesontherecentinnovations in AI applications. It was able to attract 50 submissions from different countries across the world. From the 50 submissions, we accepted 21 submissions, which representanacceptancerateof42%.Thechaptersofthisbookprovideacollection of high-quality research studies that address broad challenges in both theoretical and application aspects of various AI applications. The chapters of this book are publishedinStudiesinComputationalIntelligenceSeriesbySpringer,whichhasa highSJRimpact. Dubai,UnitedArabEmirates MostafaAl-Emran KhaledShaalan v Contents AI Models and Methods in Automotive Manufacturing: ASystematicLiteratureReview ..................................... 1 ChristophMuellerandVitaliyMezhuyev EdgeAI:LeveragingtheFullPotentialofDeepLearning .............. 27 MdMarufHossainShuvo AugmentedRealityTechnology:ASystematicReviewonGaming StrategyforMedicationAdherence ................................. 47 R.O.Adetunji,M.A.Strydom,M.E.Herselman,andA.Botha A Systematic Review on the Relationship Between Artificial IntelligenceTechniquesandKnowledgeManagementProcesses ........ 67 AhmadMohammad, MohammadZahrawi, MostafaAl-Emran, andKhaledShaalan Monitoring Plant Growth in a Greenhouse Using IoT withtheEnergy-EfficientWirelessSensorNetwork ................... 85 A.C.Savitha,H.S.Aravind,M.N.Jayaram,K.Harshith,andV.Nagaraj PredictingtheIntentiontoUseBitcoin:AnExtensionofTechnology AcceptanceModel(TAM)withPerceivedRiskTheory ................ 105 GulsahHancerliogullariKoksalmis, ˙IbrahimArpacı, andEmrahKoksalmis ResearchTrendsontheRoleofBigDatainArtificialIntelligence: ABibliometricAnalysis ............................................ 121 SebastiánCardona-Acevedo, WilmerLondoñoCelis, JeffersonQuirozFabra,andAlejandroValencia-Arias Recent Applications of Artificial Intelligence for Sustainable DevelopmentinSmartCities ....................................... 135 TanweerAlam,RuchiGupta,ShamimulQamar,andArifUllah vii viii Contents The Relevance of Individuals’ Perceived Data Protection Level on Intention to Use Blockchain-Based Mobile Apps: AnExperimentalStudy ............................................ 155 AndreaSestino,LucaGiraldi,ElenaCedrola,andGianluigiGuido ExploringtheHiddenPatternsinMaintenanceDatatoPredict FailuresofHeavyVehicles .......................................... 171 HaniSubhiAlGanemandSheriefAbdallah ArabicDialectsMorphologicalAnalyzers:ASurvey .................. 189 RidouaneTachicart,KarimBouzoubaa,SalimaHarrat,andKamelSmaïli TheLargeAnnotatedCorpusfortheArabicLanguage(LACAL) ...... 205 AbdellahYousfi,AhmedBoumehdi,SaidaLaaroussi,RaniaMakoudi, SiLhoussainAouragh, HichamGueddah, BrahimHabibi, MohamedNejja,andIaziSaid TopicModellingforResearchPerception:Techniques,Processes andaCaseStudy .................................................. 221 IbukunT.AfolabiandChristabelN.Uzor ASurveyonCrowdsourcingApplicationsinSmartCities ............. 239 HamedVahdat-Nejad, TaherehTamadon, FatemehSalmani, ZeynabKiani-Zadegan,SajedehAbbasi,andFateme-SadatSeyyedi MarkovSwitchingModelforDriverBehaviorPrediction:Use CasesonSmartphones ............................................. 255 AhmedB.Zaky,MohamedA.Khamis,andWalidGomaa Understanding the Impact of the Ontology of Semantic Web inKnowledgeRepresentation:ASystematicReview .................. 277 SalamAl-Sarayrah,DareenAbulail,andKhaledShaalan Telemedicine:DigitalCommunicationToolforVirtualHealthcare DuringPandemic .................................................. 301 LakshmiNarasimhaGunturu, KalpanaPamayyagari, andRaghavendraNaveenNimbagal RoboticsandAIinHealthcare:ASystematicReview ................. 319 SaifAlShamsi,LailaAlSuwaidi,andKhaledShaalan OutlierDetectionforCustomsPostClearanceAuditUsingConvex SpaceRepresentation .............................................. 345 OmarAlqaryouti,NurSiyam,andKhaledShaalan Contents ix SpatialAccessibilitytoHospitalsBasedonGIS:AnEmpirical StudyinArdabil .................................................. 361 SaeedBarzegari,IbrahimArpaci,andZahraMahmoudvand EfficiencyandEffectivenessofCRMSolutionsinPublicSector: ACaseStudyfromaGovernmentEntityinDubai .................... 371 OrabiHabeh,FirasThekrallah,andKhaledShaalan About the Editors Dr.MostafaAl-EmraniscurrentlyworkingintheFacultyofEngineeringandIT atTheBritishUniversityinDubai,UAE.HereceivedhisPh.D.degreeinComputer Science from Universiti Malaysia, Pahang, the M.Sc. degree in Informatics from TheBritishUniversityinDubai(withdistinction),andtheB.Sc.degreeinComputer SciencefromAlBuraimiUniversityCollege(withhonors).Heisamongthetop2% scientistsintheworld,accordingtothereportspublishedbyStanfordUniversityin October 2020 and October 2021. Hehas published over 105 researcharticles,and his main contributions have appeared in highly reputed journals, such as Interna- tionalJournalofInformationManagement,ComputersandEducation,Computers inHumanBehavior,TelematicsandInformatics,TechnologyinSociety,Journalof Enterprise Information Management, Interactive Learning Environments, Interna- tionalJournalofHuman–ComputerInteraction,JournalofEducationalComputing Research,andEducationandInformationTechnologies,amongmanyothers.Most ofhispublicationswereindexedundertheISIWebofScienceandScopus.Hehas editedanumberofbookspublishedbySpringer.Hiscurrentresearchinterestsinclude human–computerinteraction,knowledgemanagement,educationaltechnology,and artificialintelligence. Prof.KhaledShaalancurrentlyoccupiesHeadofInformaticsDepartmentposition at The British University in Dubai, UAE. He is currently holding the rank of Full Professor of Computer Science and AI. He has gained significant academic expe- rience and insights into understanding complex ICT issues in many industrial and governmental domains through a career and affiliation spanning for more than 30 yearswiththeinternationalinstitutions,suchastheSwedishInstituteofComputer Science,SchoolofInformatics(UniversityofEdinburgh),FacultyofEngineeringand IT(TheBritishUniversityinDubai),andFacultyofComputersandArtificialIntel- ligence(CairoUniversity),internationalorganizationssuchasUNDP/FAO,indus- trial corporates, such as Microsoft/FAST search. His areas of interest are artificial intelligence (AI), natural language understanding, knowledge management, health informatics, education technology, E-businesses, cybersecurity, and smart govern- mentservices.HewasselectedasamemberofMohammedbinRashedAcademyof xi
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