Transforming data in gold is not alchemy Marc Lamey, Global Product Line Leader Transmission Software Solutions Product Line GE Proprietary Information—Class III (Confidential) Export Controlled—U.S. Government approval is required prior to export from the U.S., re-export from a third country, or release to a foreign national wherever located.​

Data deluge and regulatory compliance Talk about the EU requirements for TSO/DSO’s to share data. Need more information. Still reading through the 80-page report. Then transition to the data deluge & how you extract “gold”. Title or Job Number | XX Month 201X

Data deluge and the value it holds We are living in an era that collects more data daily than it collected over millennia combined. We are more informed than any other human that lived before us. But are we wiser? Data and information by themselves don’t equate automatically with knowledge. Yes, we have terabytes of data but is it of any use? How can we take only the pertinent data and transform it into knowledge? Actionable knowledge. And how we can we can use that knowledge to make better decisions, improve efficiency, guarantee and increase reliability, and push the system to reliable but stretched limits, while keeping it secure from cyber attacks? These are few of the questions I want to address today.

Transforming Industrial Operations Asset Performance Management Operations Optimization Digital Twin/ Digital Thread 011001011110 10110110101101110101 011101101100111110110 110111111010101101010 11010111101010101 0101101101 Maximize performance and asset availability Increase system efficiency across operations Optimize lifecycle of design, manufacturing, service, & repair cycles The goal for many of the customers we work with today is to put together a strategy that leverages the potential of these new technologies to transform their operations, they way they service their customers, and ultimately their business performance. Industrial IoT enables organizations to create real value through improved operational performance and efficiency. It also enables new revenue streams by making it possible to understand and serve customers with new information-based services. Improved operational performance and efficiency Continuous innovation and faster time to market Creating New Value New customer services and business models 1 2 3

Grid Software Solutions : Grid Digital Twin Solutions and Apps Deliver value SOLUTIONS Grid Digital Twin Business Optimization Operations Optimization physical digital Asset Performance In GE’s Grid Software Solutions, we deliver value through business optimization, operations optimization, and asset performance management solutions and apps. Live digital image of interconnected grid assets Different point in time: past, real-time, future Transmission grid, Distribution grid, Microgrid Apps

Grid Digital Twin – Predix – Additional Value Creation Business Optimization Advanced Predictive analytics engine Multiple sources Data fabric structure and non-structure data Machine learning Brilliant machines Optimization Market Intel. & Forecasting Plant Portfolio Optimization Cost efficiency Operations Situational Awareness DER Integration Asset Operations Asset Performance Management Specifically, ... [go through each section] Cost efficiency Revenue increase Asset utilization Operation efficiency Failure rate Plant Optimization / Despatch Geopspatial asset record Outage Planning Asset Health Compliance Management Maintenance Optimization

Harnessing knowledge from WAMS Here is one example on how to leverage the Predix platform to harness the vast amounts of data coming from PMU’s and how we are extracting actionable knowledge out of it. Title or Job Number | XX Month 201X

Why WAMS Predix Cloud Solutions? Ground (Classic) WAMS Predix Cloud WAMS System is utility’s own responsibility Capital cost & staffing Known communications performance Inside internal security perimeter Mainly own-organization view Admin overhead per external data stream Raw data shared, not common view Data analysis Mainly real-time analytics (stored for post event) Resources allocated at design stage Logistics of custom analysis difficult Applications Mainly vendor; 3rd party not easily integrated Services run by GE Reduced capital & maintenance burden Encrypted traffic over internet Security managed by cloud provider Sharing inter-organisation sources Ease of managing multiple sources Controlled shared & exclusive views Big data analytics Real-time & retrospective analytics Large elastic processing & storage resources Data easily available to designated experts Flexible application development Vendor/in-house/partner as needed Please talk to Douglas Wilson about this. I am not much of help – I just stole the slides.

Bridging the Information Barriers Transmission System Operator Transmission Owner Central Generation Distribution Owner Distributed Generation & ANM Fast Freq Response Demand Response Load TSO Service, no DNO control, No TSO visibility DNO Service No TSO visibility Uncontrolled Crossing information boundaries for efficient use of complete grid More connection capability, lower risk, lower services cost Limited information available across boundaries Other TO/TSO

Central vs. Distributed Information Model Ground WAMS - CENTRAL Predix Cloud WAMS - DISTRIBUTED Data Analytics Visualisation Vendor Support Central PDC PMU RT Apps Server TO/TSO #1 PDC PMU RT/OL Apps Server TO/TSO #N Transm Owner / System Operator PDC PMU Industrial & DG RT/OL Apps Server PDC PDC Authorised user Other TO/TSO PDC PMU DNO #1 PDC PMU DNO #M PMU PMU PMU PDC PDC DNO PMU PMU

WAMS: Ground and Predix Domains WAMS domains addressed today with ground solutions Operational Support Control room Automated control Initial Cloud WAMS service domain Operations WAMS monitor & control Increasing data volume Increasing analytics System performance, event analysis, control tuning Modelling, special studies, mid/long-term planning

Thank you!

Grid Digital Twin Insight P R E D I X E x p e r I e n c e User Interface User Experience Geospatial Situational Dashboard Consistent Grid vision User Experience Control Room Mobility Analyst Data science applied to Grid Operation Efficiency Grid Analytics APM Optimization Predictive Transmission Outage Management Asset Management Full range of Grid applications Grid Applications Apps Foundry Distribution DER - DR Market App App App WAMS GIS Customer apps Pipeline Gridcom … Probably we don’t want to show this. Too many details with Siemens, ABB, and PSC in the panel. Microservices Reliability Cyber Security Reduce Integration complexity Interoperability and Security Services Cloud Storage Mobility Grid Connectivity Data Foundry Asset Edge Data SCADA PDC IoT