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IBMPredictiveMaintenance&Quality:

Orchestration1SettingtheStage….TounderstandorchestrationinPMQDatapreparationforSPSSInvocationofpredictivemodelsanddecisionmanagementProcessingSPSSscoresandmendationSumithaMP,Developer,PMQ

WhythisisImportanttoKnow…Speakingtoyoutoday…(Note,thelisthereshouldinclude“actionUProcesspredictivescoresandmendationsWhatyoushouldbeabletodoafterthissession…OrchestrationOverviewOrchestrationistheprocessthattiesactivitiesinIBMPMQtogetherOrchestrationisachievedwithmessageflowsinMessageBrokerFollowingactivitiesaretiedtogetherinPMQPreparingdataforpredictivemodelsEventProcessingflowpreparesdatatoinvokePredictiveAnalyticsengineofPMQi.e.SPSSmodelsandSPSSDecisionManagementServicesRunningpredictivemodelsPMQships2SPSSscoringmodelsand1SPSSdecisionmanagementserviceoutoftheboxThe2modelsareHealthScoreModelandLifeSpanModelFeedingpredictiveresultsbacktoPMQaseventsorstartingexternalprocesses

PMQcreateseventstofeedtheresultsofSPSSbacktoPMQdatastoreTypesofaggregationstobestoredinKPIandprofiletablesforSPSSresultsarederivedbasedontheprofilevariablesdefinedfortheSPSSmeasurementtypesDataPreparationforSPSSSPSSDatapreparationisdoneiffollowingconditionsaremetSPSSTRIGGERuserdefinedpropertyisenabledi.e.settoTRUEateventprocessingflowEventshouldbeassociatedtoanassetandnotoperatorValuetypeforreportedeventsshouldbeACTUALSourcesystemofeventsshouldnotbe‘PREDMAIT’i.e.PMQgeneratedeventsarenotpassedthroughSPSSmodelsEventProcessingflowreadstheaggregateddatafromPMQdatastoretopreparedataforSPSSmodels(HealthscoreandLifeSpan)SPSSdatapreparationconditionsandtriggerconditionscanbemodifiedinMBflowsbasedontheSPSSmodeldesignDataPreparationforSPSSHealthScoreModelAggregateddatainRESOURCE_KPIactsasinputforhealthscoremodelSPSSneedsdatafromRESOURCE_KPIfor3profilecalculationsMeasurementofTypeMeasurementAboveLimitMeasurementBelowLimitLifeSpanModelAggregateddatainRESOURCE_PROFILEactsasinputforlifespananalysismodelSPSSneedsdatafromRESOURCE_PROFILEforLifeSpanAnalysisprofilecalculationInvocationofpredictivemodelsandDMAfterpreparingthedatarequiredforSPSSinxmlformat,eventprocessingflowputstherequestxmltointegrationinputqueueandtherebytriggeringthePMQIntegrationflowPMQIntegrationflowintegrateswithSPSSoverwebservicetoinvokescoringanddecisionmanagementservicesandprocessestheSPSSresponsetocreateeventswhichwouldbeputtotheeventprocessingflowforfurtherprocessingaccordingtotheprofilevariabledefined.ProcessingSPSSscoresandmendationReceivetheintermediateSPSSrequestfromeventprocessingflowwhichwillhavethedatarequiredbySPSSCreatesthesoaprequests(fromintermediatexml)andinvoketheSPSSservicesinthebeloworderHealthScoreLifeSpanDecisionManagementReceiveSPSSscoringandmendationandgenerate2eventsoutitEventwithmeasurementtypeasHS,eventtypeasRECOMMENDED,healthscoreasthemeasurementvalueandmendationastheobservationtext EventwithmeasurementtypeasLSC,eventtypeasRECOMMENDED,lifespanscoreasthemeasurementvalueandmendationastheobservationtextEventsgeneratedbyPMQIntegrationflowisplacedintheeventqueuewhichwillbepickedupbytheeventprocessingflowforloadingtheSPSSresponseeventsintoPMQdatastoreandforfurtherprocessingoftheeventba

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