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Article
IntelligentComputingMethodsforContextualDrivingin
SmartEngineeringModelSystems
LászlóHorváth1,*
1InstituteofAppliedMathematics,DoctoralSchoolofAppliedInformaticsandAppliedMathematics,Óbuda
University,H-1034Budapest,Hungary
2AntalBejczyCenterforIntelligentRobotics,ÓbudaUniversity,H-1034Budapest,Hungary;
******@uni-
*Correspondence:horvath.******@-
Abstract:Anengineeringmodelsystem(EMS)isacomplexpurposefulstructureofrepresentation
anddescriptiontypecontentthatisdevelopedduringdevelopmentandapplication;inotherwords,it
areautonomous,situationcontrolled,andincludecyberphysicalfeaturesofproductsdramatically
(EMPs)experiencedmajor
tosystemlevelrepresentation,autonomousactivemodelfeatures,situationlevelreactiontochanged
contexts,systemandphysicallevelvirtualexecution,andthesupportofsituation-levelhuman
,whichbehavesas
adigitaltwinofaphysicallyexistingproductsandhasanactiveconnectionwithitscontextual
world,
thispaperaimedtodevelopnewmethodsthatcanbeimplementedinEMSunderdevelopments
Citation:Horváth,L.;Rudas,
IntelligentComputingMethodsforfocusesoncontextdrivingandtheautonomousfeaturesofEMSaswellasutilization-organized
ContextualDrivinginSmart
intellectual-property-poweredintelligentcomputingrelativetothedefinitionandapplicationof
EngineeringModelSystems.
Electronics2022,11,1728.
/
electronics11111728scenariocalledthelifecyclerepresentationofcontexts(LRC)toenhanceintegrationinEMS,handling
contextsincontextuallyconnectedautonomousunit(CCAU),organizingtheintelligentcontent
AcademicEditor:MaciejofEMSinproposedlevel-sublevelstructureofLRC,andexaminingfindingsaboutsituation-level
Ławry´nczuk
cooperationbetweenhumanandautonomousprocess.
Received:30March2022
Accepted:23May2022Keywords:autonomousengineeringmodelsystem;modelofsmartproduct;cyberunitsfor
Published:30May2022autonomouscontrolofphysicalactions;situationawareness;contextdrivenmodelobject
Publisher’sNote:MDPIstaysneutral
withregardtojurisdictionalclaimsin
publishedmapsandinstitutionalaffil-
Highlevelautomation,system-basedsituationcontrol,autonomousoperation,and
engineeringmodelingplatform(EMP)establishedaneweraofengineeringforincreasingly
Copyright:©(EMS)[1],whichrepresentsandcomprisesresearch-,
LicenseeMDPI,Basel,-,production-,andapplication-relatedresultsofcontinuousengineering[2]
distributedunderthetermsandenforcedmajordevelopmentsinreusableexperience,system-andphysical-levelmodel
conditionsoftheCreativeCommons
representation,andsolutionsforcyber-physicalsystem(CPS).Toencourageglobalpartici-
Attribution(CCBY)license(https://
pationandworldwideaccessibilityrelativetoengineeringprojects,cloud-organizedEMP
/
replacesthepremise--organizedEMPoffershighlevelandflexible
/).
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configurationcapabilitiesforproject,collaborativespace,memberrole,andcomprehensive
multidisciplinarymodeling[3].
Situation-controlledandsituation-awaresmartsystems[4]inindustrialproducts
enforcedadvancementsofEMStowardacapabilitytorecognizeaparticularsituation,
tomakesituation-basedautonomousdecisiononphysicalactions,andcontrolphysical
,advancedEMSisinpossessionofautonomousandself-
modificationfeaturesthatarecapableofquickandactivereactionsrelativetochanged
contextsfromtheoutsideworld,,EMS
iscalledadigitaltwin[5]
in[6].AutonomousprocessesinEMSproceedalongchainsofcontextdefinitionsbetween
relatedobjectparameters,whilecontextdefinitionsareempoweredbyintellectualproperty
(IP)[6].IPcanbeaccumulatedfordecadesinEMSusingintelligentcomputing-assisted
knowledgeware[7]
,intelligentcomputingiswidely
appliedmethodologyforthedefinition,generation,andapplicationofIP[8].Complexand
widelycontextualEMSrepresentationschangedrequirementsagainstintelligentcomputing
proceduresthattypicallyperformwellassolutionsforlocalproblemsconsideringafew
contexts,
intelligentcomputingcontent,andEMSprocessesarepoweredbyIPtoreuseaccumulated
andcontinuouslyrefinedtheoretical-practicalknowledgeinEMSoveraperiodoftime.
TherecentlyfoundedVirtualResearchLaboratory(VRL),ÓbudaUniversity,Budapest,
Hungary,isactiveinfundamental,engineeringproblemsolvingandsmartproductrelated
-
mentsforaresearchlaboratorythatissimilartolaboratoriesusedinleadingindustries.
Deeptheoriesandreal-worldpracticecanberepresentedinthesameexperimentalEMS.
VRLapplies3DEXPERIENCEontheCloudplatformbytheDassaultSysté.[9]as
operatedbyDassultSysté.
representationofcontexts(LRCs)toenhanceactivecontextdrivenintegrationinEMS.
Section3discussesmethodsinhandlingcontextsincontextuallyconnectedautonomous
unit(CCAU).Section4introducesanddiscussesaproposedlevel–sublevelstructureof
,Section5explainssome
findingsaboutsituation-levelcooperationbetweenhumanandautonomousprocess.
Theconsistentstructureofcontextdefinitionsisessentialatdrivingobjectparameters
inactiveandautonomousEMSandatdrivingconnectionsofEMSwithcyberunitobject
drivingbetweenrelatedparametersmaybeone-ortwo-,achange
contextualconnectionsinEMSisdefinedalongchainsandrefinedduringtheintegrated
innovationandlifecycleofaproduct.
Toachievebetterorganizedstructureofcontextdefinitionsinordertoproduceconsis-
tentstructuresrelativetocontextseasierinEMS,anewscenariocalledLRCisintroduced
-drivenautonomous
industrialproductsandextensiveapplicationsofintelligentcomputinginautonomous
[10].
Theabove-
scopeofmodel-basedengineeringforwhichanEMSisdevelopedgeneratescontextual
connectionswiththelifecyclemodelsystem(EMS).Atthesametime,EMSestablishes
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companytherelevantorinstitutioncompanyandorinstitutionoftenchangesandduringoftenchangesthelifecycleduringoftheactuallifecyclerepresentedoftheactual
.
.
TheTheactualactualscopescopeofengineeringofengineeringmodelingmodeling(ASEM)(ASEM)includesincludesunitsunitsandcomponentsandcomponentsin
-important
-
-definedforawell-definedpurposeoftenpurposeatarespon-oftenata
-
providehierarchicaldecisionslevelsasmandatoryprovidedecisionscontextsasformandatoryengineeringcontextsmodelingforwhileengineeringsimultaneouslymodeling
-can
commandsEMSandforprovideCPSincommandsaccordanceforwithCPSrolesinaccordanceanddutieswithusingrolespersonalanddutiescapabilitiesusinginclud-personal
,actsandasamethodsknowledge
forsource,
,includeexpertrepresentations,outsideIPitems,andexpertformerlyrepresentations,decided
,,andthetheassociatedindustrialproductionproductand
(DC)witharein
proceduresdirectconnectionprovided(DC)
-
tweencontextualanyrelatedconnectionobjectbetweenparametersanypossible,relatedobjectwiththeparametersexceptionpossible,thatitbreakswithdirecttheexceptioncon-
nectionsthatitbreaksorotherdirecthigher--levelcontexts.
AAconsistentconsistentstructurestructureforforoutsideoutsideandandinsideinsidecontextualcontextualconnectionsconnectionshasbecomehasbecomethe
gluetheinglueEMSincontrol,EMScontrol,changechangemanagement,management,
assistancegreatassistancefortheemergingfortheemergingmethodologymethodologyofcontinuousofcontinuousengineeringengineering(CE)relative(CE)torelativeana-to
-tothe
ecutionexecutionofexistingofexistingcontextcontextdriving,driving,LRCrepresLRCentsrepresentscontentcontentforthegenerationforthegenerationofnewdriv-ofnew
ingdrivingcontextscontexts[11].In[11this].Inway,thisdrivingway,drivingcontextualcontextualconnectionconnectionisoftenisgeneratedoft