Bill Nieman, GE Digital Solution Architect Manager, APM .

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Bill Nieman, GE DigitalSolution Architect Manager, APM – North America Leader of GE Digital Solution Architect team for AssetPerformance Management & Predix in North America (20112016) Leader of global SmartSignal Solution Architect team (20062011) SmartSignal Product Development & Application Engineering(1999-2006) AlliedSignal corporate R&D, Principle Scientist, ManufacturingMeasurements group (1991-1999) Northwestern University, Materials Science & Engineering,Ph.D. (1991)Confidential. Not to be copied, distributed, or reproduced without priorapproval.

Platform & Solution Architecturefor Building a Digital Power PlantConfidential. Not to be copied, distributed, or reproduced without prior approval.2

“ though more than 90 percent of the data ever created in theworld has been generated in just the past two years, only 1percent of that data has been analyzed. Often, those analyses areconducted as discrete one-offs; nifty experiments, but not muchmore.”“Straight talk about big data,” Nicolaus Henke, Ari Libarikian, and BillWiseman, McKinsey & Co, 20163

Need analytics targeting NERC-definedpower plant failure modes –Steam Turbine CondenserAir Cooled CondenserHRSGAccessories SkidsGas TurbineElectricalGeneratorAll Auxiliaries4

Complex set of issuesSolution software-defined operations5

PaaS/SaaS Cloud services connect everythingPresentation TitleOctober 25, 20166

Analytics as a Service requirementsAsset-aware AnalyticsOrchestrationEngine forAnalyticsWorkflowsCatalog ofReusableAnalytics7

Broad application requires uniform Asset ServicesOrganizationAsset & Group Asset Structure TemplatePart mblyP456I4567M123SKF3456PumpMotorBearingBrush AssemblyBA234PumpBusiness LogicBusiness Rule FrameworkCatalogConfiguration Management &Audit HistoryTo be useful, open model framework needs to be constrained(achieved with business rules in the catalog)8

Deliver Analytics Services to multiple stakeholdersAnalytics ConsumptionAnalytics CreationDefine flexible asset groupsProvision a sandbox environmentGeneralize analytics to broader class ofassetsExplore data in sandbox with toolsprovidedModel tuning and model regenerationCreate and validate analytic models asreusable componentsLearn the optimal analytics model in thecloudDeploy them in productionenvironmentsDeploy analytics to the edge9

Analytics architectureApplicationServicesAnalytic Service UIOrchestration ConfiguratorMonitoring DashboardConfiguration ServicesCatalog ManagementMonitoring ServicesRuntime ServicesTriggersDispatcherOrchestration ExecutionAnalytic ExecutionCatalogServicesAsset Data HandlerData Services10

“The real power of analytics-enabled insights comes when they become so fullyembedded in the culture that their predictions and prescriptions drive acompany’s strategy and operations.”“Straight talk about big data,” Nicolaus Henke, Ari Libarikian, and Bill Wiseman, McKinsey& Co, 2016GE Digital11

General Electric Company reserves the right to make changes in specifications and features, or discontinue the product or servic e described at any time, without notice or obligation.These materials do not constitute a representation, warranty or documentation regarding the product or service featured. Illustrations are provided for informational purposes, and yourconfiguration may differ. This information does not constitute legal, financial, coding, or regulatory advic e in connection with your use of the product or servic e. Please consult yourprofessional advisors for any such advic e. No part of this document may be dis tributed, reproduced or posted without the express written permission of General Electric Company. GE,Industrial Internet and the GE Monogram are trademarks of General Electric Company. 2015 General Electric Company – All rights reserved.

Bill Nieman, GE Digital Solution Architect Manager, APM – North America Leader of GE Digital Solution Architect team for Asset Performance Management & Predix in North America (2011-2016) Leader of global SmartSignal Solution Architect team (2006-2011) SmartSignal Prod

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