outlining industry 4 - doff&co industry 4.pdf · ofthings sensor research verticalit i/o...
TRANSCRIPT
Doff&Co
1
Outlining Industry 4.0
AmapandadescriptionByJanLindoff,Doff&Co20180603
Vertica
lintegratio
n
Horizontal integration
Smartproducts
Intelligentconnectedmachines
Connectedhumans
AIRobotics
VR
Networkedmaschines
Productline
Plant
Productioncapabilities
Corporateplanning
ERP
MES
SCADA
PLC
Internetof Things
Sensor
Research
Vertical ITI/O
End-to-enddigitalintegrationof engeering crosstheentire value chain
Integrationof thepsycical world with thedigital(Twin)&Advanced analystics
Horisontalintegrationof value networks end-to-end
Productdesign Productplanning Production engineering Production Services
SmartlogisticsSmartmobility Internetof people
Bigdata Internetof servicesPhysics based analytics Predicteve algorithms
Digitaltwin
CloudcomputingContent/Context mapping
Collaboratuion
Horiztontal enabling ICTtechnologies
BPM
Businessmodelling
Corporatesupply chain
Integrationvertikal/horizontal
Industry 4.0
Doff&Co
2
Contents
1. INTRODUCTION.......................................................................................................................3
2. VERTICALINTEGRATIONANDNETWORKEDMANUFACTURINGSYSTEMS................................72.1. SUBJECTMATTEREXAMPLES,VERTICALINTEGRATION........................................................................8
3. HORIZONTALINTEGRATIONTHROUGHVALUENETWORKS.....................................................93.1.HORIZONTALINTEGRATIONOFVALUENETWORKSEND-TO-END.................................................................93.2.THEINTEGRATIONOFTHEPHYSICALWORLDWITHTHEDIGITAL...............................................................103.3.ADVANCEDANALYTICS.....................................................................................................................103.4.SUBJECTMATTEREXAMPLES,HORIZONTALINTEGRATION......................................................................11
4. END-TO-ENDDIGITALINTEGRATIONOFENGINEERINGACROSSTHEENTIREVALUECHAIN....12
5. OTHERGENERALAREASOFIMPORTANCE.............................................................................13
6. REFERENCES..........................................................................................................................14
Doff&Co
3
1. IntroductionThefirstthreeindustrialrevolutionscameaboutasaresultofmechanisation,electricityandIT.Now,theintroductionoftheInternetofThingsandServicesintothemanufacturingenvironmentisdrivingafourthindustrialrevolution. ThedefinitionoftheoriginatorsofthetermIndustry4.0:Industry4.0(GermanIndustrie4.0)describesafuturescenarioofindustrialproductionthatischaracterizedbythreemainaspects:
• anewleveloforganizingandcontrollingtheentirevaluechainwiththelifecycleofproducts
• theavailabilityofallrelevantinformationinrealtime• thecreationofdynamic,real-timeoptimizedandself-organizingcross-company
valuenetworksTherearefourdesignprinciplesinIndustry4.0.TheseprinciplessupportcompaniesinidentifyingandimplementingIndustry4.0scenarios.
• Interoperability:Theabilityofmachines,devices,sensors,andpeopletoconnectandcommunicatewitheachotherviatheInternetofThings(IoT)ortheInternetofPeople(IoP)
• Informationtransparency:Theabilityofinformationsystemstocreateavirtualcopyofthephysicalworldbyenrichingdigitalplantmodelswithsensordata.Thisrequirestheaggregationofrawsensordatatohigher-valuecontextinformation.
• Technicalassistance:First,theabilityofassistancesystemstosupporthumansbyaggregatingandvisualizinginformationcomprehensiblyformakinginformeddecisionsandsolvingurgentproblemsonshortnotice.Second,theabilityofcyberphysicalsystemstophysicallysupporthumansbyconductingarangeoftasksthatareunpleasant,tooexhausting,orunsafefortheirhumanco-workers.
• Decentralizeddecisions:Theabilityofcyberphysicalsystemstomakedecisionsontheirownandtoperformtheirtasksasautonomouslyaspossible.Onlyinthecaseofexceptions,interferences,orconflictinggoals,aretasksdelegatedtoahigherlevel.
Inthefuture,businesseswillestablishglobalnetworksthatincorporatetheirmachinery,warehousingsystemsandproductionfacilitiesintheshapeofCyber-PhysicalSystems(CPS).NowaglobaltermoriginatingfromGermanythathasspearheadedthedevelopment,structuringandorganisingofIndustry4.0(Industrie4.0).
Doff&Co
4
Inthemanufacturingenvironment,theseCyber-PhysicalSystemscomprisesmartmachines,storagesystemsandproductionfacilitiescapableofautonomouslyexchanginginformation,triggeringactionsandcontrollingeachotherindependently.Thisfacilitatesfundamentalimprovementstotheindustrialprocessesinvolvedinmanufacturing,engineering,materialusageandsupplychainandlifecyclemanagement.Thesmartfactoriesthatarealreadybeginningtoappearemployacompletelynewapproachtoproduction.Smartproductsareuniquelyidentifiable,maybelocatedatalltimesandknowtheirownhistory,currentstatusandalternativeroutestoachievingtheirtargetstate.Theembeddedmanufacturingsystemsareverticallynetworkedwithbusinessprocesseswithinfactoriesandenterprisesandhorizontallyconnectedtodispersedvaluenetworksthatcanbemanagedinrealtime–fromthemomentanorderisplacedrightthroughtooutboundlogistics.Inaddition,theybothenableandrequireend-to-endengineeringacrosstheentirevaluechain.
Doff&Co
5
Industry4.0holdshugepotential.Smartfactoriesallowindividualcustomerrequirementstobemetandmeanthatevenone-offitemscanbemanufacturedprofitably.InIndustry4.0,dynamicbusinessandengineeringprocessesenablelast-minutechangestoproductionanddelivertheabilitytorespondflexiblytodisruptionsandfailuresonbehalfofsuppliers,forexample.End-to-endtransparencyisprovidedoverthemanufacturingprocess,facilitatingoptimiseddecision-making.Industry4.0willalsoresultinnewwaysofcreatingvalueandnovelbusinessmodels.GlobalcompetitioninthemanufacturingengineeringsectorisbecomingfiercerandfiercerandmanycountrieshaverecognisedthetrendtodeploytheInternetofThingsandServicesinmanufacturingindustry.AlmostalldevelopedcountrieshavenowanationalprogramfordevelopitsindustrytowardsIndustry4.0.AnIndustry4.0referencearchitecture(RAMI4.0)hasbeendeveloped:
ThecharacteristicfeaturesofIndustry4.0are:
• Horizontalintegrationthroughvaluenetworks• End-to-enddigitalintegrationofengineeringacrosstheentirevaluechain• Verticalintegrationandnetworkedmanufacturingsystems
InthefieldsofproductionandautomationengineeringandIT,horizontalintegrationreferstotheintegrationofthevarioussystemsusedinthedifferentstagesofthemanufacturingandbusinessplanningprocessesthatinvolveanexchangeofmaterials,energyandinformationbothwithinacompany(e.g.inboundlogistics,production,outboundlogistics,marketing)andbetweenseveraldifferentcompanies(valuenetworks).Thegoalofthisintegrationistodeliveranend-to-endsolution.
Doff&Co
6
InthefieldsofproductionandautomationengineeringandIT,verticalintegrationreferstotheintegrationofthevariouscomponentsandsystemsatcrossthedifferenthierarchicallevels(e.g.theactuatorandsensor,machinesandmachinecontrol,productionmanagement,manufacturingandexecutionuptocorporateplanninglevels)inordertoconnecttoanend-to-endsolution.VerticalintegrationTheverticalintegrationincludesthehumanoperator,human-machineinterfacesaswellassmartproducts.Theend-to-enddigitalintegrationofengineeringofacrosstheentirevaluechainistheextensionofthehorizontalintegrationofthesupplychain(SCM)tobecometheintegrationoftheentireproductlifecyclemanagement(PLM)valuechain.InthefollowingchapterswilleachfeaturesofIndustry4.0befurtherdiscussed.Theillustrationbelowsummarizesthispaper:
Vertica
lintegratio
n
Horizontal integration
Smartproducts
Intelligentconnectedmachines
Connectedhumans
AIRobotics
VR
Networkedmaschines
Productline
Plant
Productioncapabilities
Corporateplanning
ERP
MES
SCADA
PLC
Internetof Things
Sensor
Research
Vertical ITI/O
End-to-enddigitalintegrationof engeering crosstheentire value chain
Integrationof thepsycical world with thedigital(Twin)&Advanced analystics
Horisontalintegrationof value networks end-to-end
Productdesign Productplanning Production engineering Production Services
SmartlogisticsSmartmobility Internetof people
Bigdata Internetof servicesPhysics based analytics Predicteve algorithms
Digitaltwin
CloudcomputingContent/Context mapping
Collaboratuion
Horiztontal enabling ICTtechnologies
BPM
Businessmodelling
Corporatesupply chain
Integrationvertikal/horizontal
Doff&Co
7
2. VerticalintegrationandnetworkedmanufacturingsystemsInshortonecouldsaythattheverticalintegrationistoconnectthephysicalproductbeingmanufacturedallthewayuptothebusinessERPandprocesseslevel.Thisforretrievingdata(bottom-up)andtodistributedata(top-down).Theverticalintegrationisdoneinreal-timeandnotbatchorientedorwithdelays.Todescribethedomain,wewalkthroughthedifferenthierarchicallevelsinvolvedstartingontheshopfloor/machinelevelwiththeproductbeingmanufacturedandcontinue“upwards”.
• ConnectivitytoSmartproducts:withmemoryandembeddedintelligencecoordinateandcontrolitsownproduction.Smartproductscancommunicatewithsmartmachinesattheworkstation,withhumansattheworkstationbutaswellviatheinternetofthingswithalllevelsintheverticalintegration.Oracombinationofthemall.
• Attheworkstation,intelligentconnectedmachinesusingprovideddataand/orlocalsensorinputtoperformproductionoperations.Intelligentmachinesincludeadvancedroboticsaswellasartificialintelligence(AI)enabledequipment.
• Attheworkstationconnectedhumansperformoroverlookproductionoperations,possibleincooperationwithintelligentmachines.Exampleofthisishuman–robotmulti-sensorinteraction.Augmentedrealityisanotherexamplehowhumanperformcomputeraidedproductionoperations.
• Before,duringandaftertheproductionoperation,relevantdataisprovided,capturedandcommunicatedintime.
• Networkedmanufacturingsystems:Machinesarenetworkedonworkstationlevel,aswellasnetworkedtoanoptimisedproductionlineorunit.Productionlinesarenetworkedtoplantlevel.Thisincludesawiderangeofoperationsincludingphysicalactionstotheproduct,measuring,corrections,mountingandassemblyjustmentioningsomesteps.Bynetworkedmeansonemachinefeedsitsoperationresultdirectlytoanothermachine.Thelowestnetworkinglevelisapurephysicalhandoverwhilemoreadvancedincludepeer-to-peercommunicationofdata.
• Humans,machinesornetworksofmachinesreportsstatus,results,supplyneedsetctoproductplanning,warehousesupply,productionmanagementandmaintenanceandsoon.Likewiseneedinstructionsandsupport.Awiderangeofprocessesandsupportsystemsareinusetodayandnotunusualistohavedifferentsystemsfordifferentpurposes,likeforinventory,resourceplanningandmaintenancescheduling.Asuccessfulverticalintegrationbringstogetheralltheseforspecificpurposesdesignedsystems.Herefollowthreeexamplesofdifferenthierarchicallevels:
• A programmablelogiccontroller (PLC),or programmablecontroller isanindustrial digital computer forthecontrolofmanufacturingprocesses,suchas assembly lines, or robotic devicesandeaseofprogrammingandprocessfaultdiagnosis.PLCscanrangefromsmall"buildingbrick"deviceswithtensofinputsandoutputs(I/O),inahousingintegralwiththeprocessor,tolarge
Doff&Co
8
rack-mountedmodulardeviceswithacountofthousandsofI/O,andwhichareoftennetworkedtootherPLCand SCADA systems.
• Supervisorycontrolanddataacquisition(SCADA)isa controlsystem forprocesssupervisorymanagementandusese.g.PLC’stointerfacewiththeprocessplantormachinery.Theoperatorinterfaceswhichenablemonitoringandtheissuingofprocesscommands,suchascontrollersetpointchanges,arehandledthroughtheSCADAcomputersystem.However,thereal-timecontrollogicorcontrollercalculationsareperformedbynetworkedmoduleswhichconnecttothefieldsensorsand actuators.
• Manufacturingexecutionsystems (MES)are computerizedsystemsusedin manufacturing,totrackanddocumentthetransformationofrawmaterialstofinishedgoods.MESprovidesinformationthathelpsmanufacturingdecisionmakersunderstandhowcurrentconditionsontheplantfloorcanbeoptimizedtoimproveproductionoutput.MESworksinrealtimetoenablethecontrolofmultipleelementsoftheproductionprocess(e.g.inputs,personnel,machinesandsupportservices).MESactbothasasystemintheverticalintegrationandasasystemforplantwidehorizontalintegration.
• Optimizationanddecisionmakingmustbeonseverallevels.Theverticalintegrationfeeddatauptolevelswithmoreend-to-endaccumulateddata(requirements,availabilities,analysisandpredictions)andthatprovidebackinstructionforoptimisation.Theverticalintegrationreachesalluptothecorporateplanninglevel,e.gtotheEnterpriseResourcePlanningsystem,ERP.
2.1. Subjectmatterexamples,verticalintegration
Theverticalintegrationcoversseveralsubjectmatterdisciplines,examplesare:
• Intelligentmachines:connected/sensors,controls&SWapp’s• Equipmentknowledges;verticalintegrationenablingtechnologies• Smartproducts:withmemoryandembeddedintelligencecoordinateand
controlitsownproduction• VerticalITintegration:VariousITsystemofdifferenthierarchallevels(sensor-
control-prod.mgmt-inventory-execution-planning)• Smartandconnectedmachinesandproducts• Internetofthings&localcommunication• Augmentedreality• Multi-sensorinteraction:human–robot• Hypetechnologies:e.g.AI
Doff&Co
9
3. HorizontalintegrationthroughvaluenetworksMuchofwhatIndustry4.0standsforrelatestothehorizontalintegration.Alreadyonshopfloorlevelorplantlevelinformationanddataisgathered,comparedwithrequirements,analysisanddecisionmakingdoneandinstructionanddataisdispatchedtorightreceivers.Thisisalsodoneontheentirecorporatesupplychainleveltooptimizesupplycapabilitieswithmarketneeds.Thehorizontalintegrationisthroughvaluechainnetworksondifferentlevels;plantlevel,production(e.g.multi-productionunits),entirecorporatesupplychainandtoenlargedcommunitiesofpartnersopeningupfornewbusinessmodelsandnewvaluenetworkparticipants.Thehorizontalintegrationcanbeseenfromthreeaspects;Theintegrationend-to-endassuch,theintegrationofthephysicalworldwiththedigital,andadvancedanalyticsthenpossiblegiventhetwofirstmentioned.3.1.Horizontalintegrationofvaluenetworksend-to-endAllfromthedifferentdomainswithinaplant,withinthecorporateproductioncapabilities,withintheentiresupplychain,withintheentirebusinessofthecorporateandwithinthewideeco-systemneedoneachlevelbeintegrated.Itstartswiththehorizontalintegrationofbusinessprocesses.Thehorizontalintegrationimpactthedesign,operationsandimprovementoftheprocessesforproductiondevelopment.ThisimplyafocusondesignandoperationsoftheProductionSystemswheretheproductisrealized.Theproductionsystemscomprisecomponentslikepremises,humans,machines,equipmentandsoftware/ICTimplyingtheneedforaholisticend-to-endprocessviewwhendesigningandoperatingtheend-to-endproductionvaluechain.ThismeansinpracticaltermstheintegrationofthevariousITsystemindifferentstagesinmanufacturing,inthebusinessplanningprocessesthatinvolveexchangeofanythingcompanywide,andinthenextlevelofenlargedcommunitiesvaluenetworks.Thehorizontalintegrationincludesensuringthattheverticalintegrationinassetsusedinthehorizontalintegrationdomain,workfromahorizontalintegrationpurpose.Theintegrationprovidesareal-timeend-to-endseamlessandtransparent“infrastructure”forinformationflow.Horizontalintegrationenablingtechnologiesiscentralknowledgeinthis.Italsoencompassesareasofsmartmobility,smartlogisticsandInternetofpeoplethatcaterforconnectedpeopleandoptimiseddecisionmaking.ItalsoincludesInternetofservicesandthechangeinbusinessmodelsandeco-systemitbrings.Itrespondsto“Ondemand”production.
Doff&Co
10
3.2.TheintegrationofthephysicalworldwiththedigitalTheconceptofthedigitaltwintothephysicalassetisfundamentalinIndustry4.0.Thedigitaltwinmustateachandeverymomentintimebeatruerelevanttwintothephysicalrealworldasset.Anassetcanbeaproductbeingmanufactured,amachine,amaterial,ameasurementoranyotherobjectintherealworld.Astheanalyticsanddecisionswillbemadeonthedigitaldata,inalmost-realtime,itisimperativethatthedigitaltwindataisofenoughqualityandaccuracy.Digitaltwin referstoadigitalreplicaofphysicalassets(physicaltwin),processesandsystemsthatcanbeusedforvariouspurposes.Thedigitalrepresentationprovidesboththeelementsandthedynamicsofhowthephysicaltwinoperatesandlivesthroughoutitslifecycle.Digitaltwinsintegrate withdatatocreatelivingdigitalsimulation thatupdateandchangeastheirphysicalcounterpartschange.Adigitaltwincontinuouslylearnsandupdatesitselffrommultiplesourcestorepresentitsnearreal-timestatus,workingconditionorposition.Thislearningsystem,learnsfromitself,using datathatconveysvariousaspectsofitsoperatingcondition,fromhumanexperts,suchasengineers,fromothersimilarmachines,fromothersimilarfleetsofmachines,andfromthelargersystemsandenvironmentinwhichitmaybeapartof.Adigitaltwinalsointegrateshistoricaldatafrompastmachineusagetofactorintoitsdigitalmodel.InIndustry4.0,digitaltwinsarebeingusedtooptimizetheoperationandmaintenanceofphysicalassets,systemsandmanufacturingprocesses.3.3.AdvancedanalyticsWiththeverticalintegrationprovidingreal-timedatafromtheproductbeingproducedandfromtheshopfloor,thehorizontalintegrationprovidingseamlessend-to-endunderstandingandadigitaltwinreplicationofthephysicalworld,thendatacanbeassembledforanalysisandoptimiseddecisions.TheamountofdataavailablebecomessignificantandthisknownasBigdata.ManagementofBigdatabecomeskey.AdvancedanalyticsextracttherightrelevantdatafromBigdata,providephysicsbasedanalyticsandthroughpredictivealgorithmguidebothoperativesteeringofindividualproductionoperations,tacticalproductionplanningaswellasdriveautomation.Bigdatachallengesincludecapturingdata,datastorage,dataanalysis,search,sharing,transfer,visualization,querying,updating,informationprivacy,securityanddatasource. Tosumitup,thereare6C’sin Big data andanalyticswithrespecttotheIndustry4.0environment.Theyare:
• Connectiondataquality,whichpertainstosensorsandnetworks• Cloudcomputing• Cyber,whichinvolvesmodel,memoryandsecurity
Doff&Co
11
• Content/Contextmappingorfiltering• Community,orsharingandcollaborationbetweenandamongstakeholders• Customization
3.4.Subjectmatterexamples,horizontalintegration
• End-to-enddigitalintegrationofvaluechain• Horizontalintegrationofvaluenetworksend-to-end• Integratethephysicalworldintothedigitali.e.build,maintainandupdateadigital
twinforallrelevantassets• Horizontalintegrationenablingtechnologies• Advancedanalytics:BigData,Physicsbasedanalytics,predictivealgorithm,
automation• Digitalend-to-endengineeringacrosstheentirevaluechainofbothproductsand
manufacturingsystems• Horizontalintegrationof:VariousITsystemindifferentstagesinmanufacturing+
businessplanningprocessesthatinvolveexchangeofanythingcompanywide+valuenetwork
• Internetofpeople:Connectingpeople,optimiseddecisionmaking• InternetofServices:Newbusinessmodelsandneweco-systems• Smartmobility&SmartLogistics• Ondemandproduction,Kanban,etc.
Doff&Co
12
4. End-to-enddigitalintegrationofengineeringacrosstheentirevaluechain
Theverticalintegrationconnectsphysicalproductandproductmakinglevelwithallhierarchallevelsuptooverallbusinessmanagementsystemandprocesses.Thehorizontalintegrationconnectsallverticalintegratedmanufacturingsystemsandnetworkstoanend-to-endsolutionallowingoptimisedanalytics,predictions,managementandcommunicationsovertheentiremanufacturingandsupplychain.Havingaboveinplacepavethewayforofanend-to-enddigitalintegrationofengineeringacrosstheentirevaluechain.ThisistoseamlessconnectResearch,Productdesignanddevelopment,Productplanning,Productionengineering,ProductionandServices.Onechallengewillbethataholisticsystemsapproachisrequiredthatspansthedifferenttechnicaldisciplinesinvolved.Thiswillrequirenewengineeringcompetencies.
Today’svaluechains–fromcustomerrequirementstoproductarchitecturesandproduction–haveoftenarisenoveraperiodofmanyyearsandtendtoberelativelystatic.ITsupportsystemsexchangeinformationviaavarietyofinterfaces,butcanseldomusethisinformationwithregardtospecificindividualcases.Thereisnoglobaloverviewfromtheperspectiveoftheproductthatisbeingmanufactured.Asaresult,customerscannotfreelyselectalloftheirproduct’sfunctionsandfeatures,eventhoughtechnicallyitwouldbepossibletoallowthemtodoso.
Themodel-baseddevelopment(enabledthroughCPS)allowsthedeploymentofanend-to-end,modelled,digitalmethodologythatcoverseveryaspectfromcustomerrequirementstoproductarchitectureandmanufactureofthefinishedproduct.Thisenablesalltheinterdependenciestobeidentifiedanddepictedinanend-to-endengineeringtoolchain.Themanufacturingsystemisdevelopedinparallelbasedonthesameparadigms,meaningthatitalwayskeepspacewithproductdevelopment.Asaresult,itbecomesfeasibletomanufactureindividualproducts.Theend-to-enddigitalintegrationofengineeringacrosstheentirevaluechainistheextensionofthehorizontalintegrationofthesupplychain(SCM)tobecometheintegrationoftheentireproductlifecyclemanagement(PLM)valuechain.
Doff&Co
13
5. OthergeneralareasofimportanceIfIndustry4.0istobesuccessfullyimplemented,researchanddevelopmentactivitieswillneedtobeaccompaniedby:
• Standardisationandreferencearchitecture:Industry4.0willinvolvenetworkingandintegrationofseveraldifferentcompaniesthroughvaluenetworks.Thiscollaborativepartnershipwillonlybepossibleifasinglesetofcommonstandardsisdeveloped.
• Managingcomplexsystems:Productsandmanufacturingsystemsarebecomingmoreandmorecomplex.Appropriateplanningandexplanatorymodelscanprovideabasisformanagingthisgrowingcomplexity.Engineersshouldthereforebeequippedwiththemethodsandtoolsrequiredtodevelopsuchmodels.
• Acomprehensivebroadbandinfrastructureforindustry:Reliable,comprehensiveandhigh-qualitycommunicationnetworksareakeyrequirementforIndustry4.0.
• Safetyandsecurity:Safetyandsecurity,physicalasforinformationanddigitalsystems,arebothcriticaltothesuccessofsmartmanufacturingsystems.
• Workorganisationanddesign:Insmartfactories,theroleofemployeeswillchangesignificantly.Increasinglyreal-timeorientedcontrolwilltransformworkcontent,workprocessesandtheworkingenvironment.
• Trainingandcontinuingprofessionaldevelopment:Industry4.0willradicallytransformworkers’jobandcompetenceprofiles.Itwillthereforebenecessarytoimplementappropriatetrainingstrategiesandtoorganiseworkinawaythatfosterslearning,enablinglifelonglearning
• Regulatoryframework:WhilstthenewmanufacturingprocessesandhorizontalbusinessnetworksfoundinIndustry4.0willneedtocomplywiththelaw,existinglegislationwillalsoneedtobeadaptedtotakeaccountofnewinnovations.
• Resourceefficiency:Quiteapartfromthehighcosts,manufacturingindustry’sconsumptionoflargeamountsofrawmaterialsandenergyalsoposesanumberofthreatstotheenvironmentandsecurityofsupply.Industry4.0willdelivergainsinresourceproductivityandefficiency.Itwillbenecessarytocalculatethetrade-offsbetweentheadditionalresourcesthatwillneedtobeinvestedinsmartfactoriesandthepotentialsavingsgenerated.
Doff&Co
14
6. ReferencesReferenceArchitecturalModelIndustrie4.0(RAMI4.0),PlattformIndustrie4.02017Industrie4.0–TechnicalAssets,Basicterminologyconcepts,lifecyclesandadministrationmodels,Zvei2016RecommendationsforimplementingthestrategicinitiativeINDUSTRIE4.0,FinalreportoftheIndustrie4.0WorkingGroup,Acatech2013"Digitaltwintoenableassetoptimization".SmartIndustry.2017."WhatAreDigitalTwinsandWhyWillTheyBeIntegralToTheInternetOfThings?".ARC.2017.RethinkingtheFactory,Arup2016Hermann,Pentek,Otto,2016:DesignPrinciplesforIndustrie4.0Scenarios,2016JürgenJasperneite:WashinterBegriffenwieIndustrie4.0stecktinComputer&Automation,December2012.HeinerLasi,Hans-GeorgKemper,PeterFettke,ThomasFeld,MichaelHoffmann:Industry4.0.In:Business&InformationSystemsEngineering4(6)Plus,anumberofarticlesinmagazinesandmedia.