Data Analytics Requires Data Integrationcimug.ucaiug.org/Meetings/NA2017/2017 Columbus...

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AEP PUBLIC Data Analytics Requires Data Integration Bob Bradish AEP Vice President – Transmission Grid Development UCAI CIM User’s Group November 8 th , 2017

Transcript of Data Analytics Requires Data Integrationcimug.ucaiug.org/Meetings/NA2017/2017 Columbus...

Page 1: Data Analytics Requires Data Integrationcimug.ucaiug.org/Meetings/NA2017/2017 Columbus Presentations/CIM...AEP PUBLIC Asset Health Center (AHC) - Overview • Purpose of the Asset

AEP PUBLIC

Data Analytics Requires Data IntegrationBob Bradish

AEP Vice President – Transmission Grid Development

UCAI CIM User’s Group

November 8th, 2017

Page 2: Data Analytics Requires Data Integrationcimug.ucaiug.org/Meetings/NA2017/2017 Columbus Presentations/CIM...AEP PUBLIC Asset Health Center (AHC) - Overview • Purpose of the Asset

AEP PUBLIC

AEP Transmission Profile

� Largest owner of electric transmission in the United States

� Own, operate or are developing facilities in 4 RTO s

� Operate through several transmission companies

� HVDC, every AC kV class including 2100-mi 765 kV

� 13 states (AR, IN, KS, KY, LA, MI, MO, OH, OK, TN, TX, VA, WV)

� 110+ year history of low-cost, reliable transmission

� At the forefront of transmission technology development

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AEP PUBLIC

Network Model Management

at AEP

• Project Drivers

– Deployment of a new State Estimator platform

– Increasing model size and complexity

– Reliability and compliance mandates

– Emerging technological trends toward data synthesis requiring a cohesive data organization strategy

• Integrated asset health systems

• System operator data visualization needs

– Evolution of data analytics

• Address a more complex operating environment

• Improve efficiency and effectiveness of business processes

• Enhanced risk based focus

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AEP PUBLIC

Data Management

Foundational Concepts

• Data management improvement is a cross-work team exercise

• Data management improvement requires

– Taking time to develop a long-term vision

– Integration, not application deployment!

– Business process changes

– Continuing attention to data governance

• Quality data management across the Transmission

organization is what enables future solutions and efficiencies

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AEP PUBLIC

Network Model Management

at AEP• Vision - Move from loosely structured, inconsistently triggered data flows…

…to effective network model data management

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AEP PUBLIC

Network Model Management

at AEP• Project Steps

– Requirements gathering – critical requirement for success

– Product installation - the easy part

– A series of incremental integration with NMM

– Benefit and capacity-building at each step

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AEP PUBLIC

Asset Health Center (AHC) -

Overview

• Purpose of the Asset Health Center (AHC)

– Prevent failures (substation focused to date)

– Optimize maintenance effectiveness

– Support asset renewal prioritization

• AEP’s aging assets need increasing attention

– 33% of transformers > 50yrs; 18% > 60yrs old

– 33% of T-Line > 70yrs; 49% > 50yrs, 72% > 40 yrs old

– Aging assets drive increasing outages, cost

• AHC: Timely & Transformational technology

– Automates condition analysis to support action plans

– Determine health index, remaining life, prioritize risk

• Implementation

– Identified major substation asset condition baseline

– Completed platform 12/2015

– Includes transformers, breakers, select batteries

– Monitors standard on new EHV equipment

– Retrofit monitors being rolled out in stages

– Evaluates & documents replacement need priority

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Transformer Risk

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AEP PUBLIC

Asset Health Monitoring Data Architecture

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AEP PUBLIC

Asset Health Monitoring Main Screen

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AEP PUBLIC