Updates & Events
Task: Power Transformer Population performance based on industry wide data
Task Description: Collect & Analyze Industry wide Data (in-service and failure records, maintenance work orders, bushing power factor and other test data) to better understand transformer population performance (e.g., hazard rates, oil leak rates, tap changer problems etc.) and inform other research (e.g., spare strategies)
Update:
- To date, received in-service and failure records from over 35 utilities. In cases where the data is not up to date we are reaching out to utilities. Careful curation and processing underway. Processed data is used in analysis to better understand failure and replacement rates by family, make, model, application, and age.
- In addition, we have also collected and processed maintenance records (work orders) and historical bushing power factor records from four utilities.
- Maintenance records (work orders) analysis provides insights to better understand maintenance issues affecting transformer performance - incurred O&M, leak rates, tap changers, cooling system etc.
- Bushing power factor data analysis provides insights to draw meaningful and statistically defensible inferences regarding bushing performance.
Task: Power Transformer Expert System Software (PTX)
Task Description: Develop and deliver new version of the software.
Update:
- Work underway to –
- Continued Main tank assessment indices improvement with continuous validation based on blind testing using data set of in-service & failed transformers, correlating the paper degradation index with degree of polymerization test results & improve moisture assessment
- Improve software with increased flexibility in import from databases, improve reporting & visualization
- Test online DGA monitor data analysis algorithm with
- Field data to ensure minimal false positives &
- Field data overlaid with lab generated fault data to ensure timely discernment of fault
Task: Circuit breaker Population performance based on industry wide data
Task Description: Collect & Analyze Industry wide Data to better understand current performance, project future performance, and inform additional research:
- In-service & removal records to better understand replacement rates by family, make, model, application & age
- Maintenance records (preventive & corrective) to develop new insights & analytics that utilities can use to improve existing maintenance programs, selection of new breakers & deciding which ones to repair/replace/refurbish
Update: - Guidelines to aid consistent data collection - reviewed and made necessary updates to the technical content
- To date received raw data for over 100,000 transmission circuit breakers from 22 utilities. Careful data curation and processing is underway. Data from 12 utility fleets is being used to develop new metrics and analytics for:
- Maintenance program development; task and timing selection
- Benchmarking – comparison among utilities and breaker makes and models
- Replacement decision support
- Specification and selection of new circuit breakers
Task: Circuit Breaker Replacement Ranking Software (CBRR) development.
Task Description: Develop and deliver new version of the software.
Update:
- Efforts underway at seven new utilities to implement the CBRR tool using their fleet information
- Applying methodology on live as well as dead tank circuit breaker fleets
- Investigating how to incorporate new inputs in the ranking process
- Incorporating industry wide circuit breaker data analysis results
- Incorporating lessons learned from framework implementation at various utilities
Task: Advanced Data Science, Artificial Intelligence & Statistical Analytics
Task Description: Evaluate the application of Artificial Intelligence techniques for Natural Language Processing to extract meaningful information from descriptive records (e.g. maintenance work orders, outage records, field test reports etc.)
Update:
- Gathered free form records (unstructured data) from member utilities (demographic, historical maintenance and outage records and field inspection reports)
- Circuit breakers (22 utilities)
- Capacitor banks (4 utilities)
- Transformers (4 utilities)
- Disconnect switches (one utility)
- Substation batteries (4 utilities)
- Investigated nine different Natural Language Processing algorithms to assess whether they can be applied to:
- Organize and curate data
- Classify maintenance and outage records into meaningful categories
- Extract actionable information such as dominant issues and trends, non-apparent patterns, and relationships
- Initiated new efforts to apply NLP algorithms to improve information retrieval from:
- Root cause & failure analysis reports
- Historical test reports in .pdf or .doc format
- Initiated new efforts to develop Dictionary of Terms and Acronyms to facilitate consistent extraction of information from typical utility text records
Task: Balance of substation asset performance analysis
Task Description: Collect and analyze readily available data for balance of substation assets (relays, batteries, capacitor banks, disconnect switches, instrument transformers, ground grid etc.)
Update:
- Received and analyzed substation battery and capacitor bank data from four utilities
- Resulting insights help better understand:
- Maintenance trends and rates
- Performance characteristics of certain populations
- Influence of factors such as age on asset population performance
Engagement Opportunities
Meeting | Scheduled Date |
Location |
Information |
---|---|---|---|
EPRI R&D Kick off Webcast: Substations Asset Analytics Research Topic | February 11, 11:00am - 12:00pm ET | Webcast | Meeting Material |
EPRI R&D Kick Off Webcast: Overhead & Underground Transmission Asset Analytics Research Topic | February 13, 11:00am - 12:00pm ET | Webcast | Meeting Material |
Transmission Asset Management Analytics Task Force - March 2025 | March 10-13 (In-person) / March17-20 (Virtual) | Charlotte, NC | Register Here |
EPRI Transmission Asset Management Analytics (Program 34) New Supplemental Launch Webcast | April 2 2:00pm - 3:00pm ET | Webcast | Webcast Information |
EPRI R&D Project Update Webcast: Substations Asset Analytics Research Topic (P34.002) | May 20 11:00am - 12:00pm ET | Webcast | Webcast Information |
EPRI R&D Project Update Webcast: Overhead & Underground Transmission Asset Analytics Research Topic (P34.003 & P34.004) | May 22 11:00am - 12:00pm ET | Webcast | Webcast Information |
Anticipated Deliverables
Deliverable | Date |
---|---|
Circuit Breaker Asset Management Analytics: Data Requirements, Family Groupings and Maintenance Taxonomy (Technical Update) | December 2025 |
Actionable Insights Based on Analysis of Industrywide Circuit Breaker Data & Their Application in Procurement, Maintenance and Replacement Decisions (Technical Brief, Webcast and Results on TRC) | December 2025 |
Computer Assisted Analytics to Categorize Circuit Breaker Maintenance Work Orders (Analytical Tool & Application Guide) | December 2025 |
Circuit Breaker Risk Ranking Framework (Software & Application Guide) | December 2025 |
Using Relay Event Data to Better Understand Breaker Operating Performance and Patterns (Technical Update & Webcast) | December 2025 |
Actionable Insights Based on Analysis of Industrywide Power Transformer Data & Their Application in Procurement, Maintenance and Replacement Decisions (Technical Brief, Webcast and Results on TRC) | December 2025 |
Power Transformer Expert System Software (Software & Application Guide) | December 2025 |
Advanced Analytics for Power Transformer Condition Assessment (Technical Brief & Webcast) | December 2025 |
Actionable Insights Based on Analysis of Industrywide Substation Battery Data & Their Application in Maintenance and Replacement Decisions (Technical Brief, Webcast and Results on TRC) | December 2025 |
Evaluating the Efficacy of Substation Battery Monitoring to Help Utilities Reduce Response Time & Drive Condition Based Maintenance (Technical Brief & Webcast) | December 2025 |
Asset Performance Metrics for Disconnect Switches and Capacitor Banks (Technical Update) | December 2025 |
Protection and Control System Asset Management Metrics (Technical Update) | December 2025 |
Development & Application of Analytical Approaches to Aid Allocation of Resources Across Substation Assets (Technical Update & Utility Information Exchange) | December 2025 |
Developing an Analytical Framework to Capture Expert Knowledge that Can Aid Field Personnel in Maintenance and Troubleshooting (Technical Update & Webcasts) | December 2025 |
Application of Natural Language Processing to Improve Substations Asset Management and Maintenance (Technical Update & Webcasts) | December 2025 |
2024 Deliverables
Product ID | Name |
Type |
---|---|---|
3002029471 | Actionable insights and performance metrics derived from analysis of industry-wide power transformer data |
Technical Update |
3002030102 | Power Transformer Expert System Software |
Software |
3002030103 | Circuit breaker risk ranking framework |
Software |
3002029474 | Circuit breaker asset management analytics - data requirements, family groupings and maintenance taxonomy |
Technical Update |
3002029476 | Using data from relays to support circuit breaker fleet management |
Technical Brief |
3002029475 | Analytical approaches, actionable metrics and key results to support circuit breaker fleet management |
Technical Update |
3002029477 | Application of Natural Language Processing to improve Substations Asset Management and Maintenance |
Technical Update |
3002029473 | Next generation of power transformer asset management analytics |
Technical Update |
For more information, contact: Bhavin Desai, Sr. Program Manager, (704) 804-1188,