Insight to Action – Grid Analytics Journey
PRESENTED BY: RICHMOND CHAPTER OF IEEE PES
Exelon's Infrastructure and Safety Analytics team is helping develop analytic insights to support Distribution, Transmission, Operation optimizations to drive reliability, resiliency, cost benefits for grid investments and enhancing organization safety by moving from lagging to leading indicators. This webinar will focus on a T&S Advanced Analytics project, to showcase the importance of investment during project ideation on adoption strategy, creating actionable insights, empowering business/ engineers to lead and take active role in analytic projects, how to identify change management and external dependencies upfront as part of analytics prioritization. Utilities have been heavily reliant on subject matter knowledge in the last century to drive preventive maintenance (PM) program and schedule PM for a variety of assets. Our engineers are experts in the industry and have leveraged their and industry knowledge of asset measurements and inspection results to manage these programs, however, as human beings, we are limited in terms of considering a variety of factors and assessing the distribution of each factor. This is where data driven approaches shine and enables subject matter experts with checking million to billion combinations to come up with the best model to predict future. These models can then be used to supplement engineer knowledge, and support industry-wide acceptance of a systematic approach to transition to condition-based maintenance programs. The latest model was validated against business-as-usual to provide 85% accuracy using success criteria developed for this project. PECO’s team is quantifying and confirming the benefits of the model output to extract technical and data science success, including that the model can be used in the real world for “what would we do differently”.
Date and Time
Location
Hosts
Registration
- Date: 14 Dec 2023
- Time: 11:00 AM to 12:45 PM
- All times are (GMT-05:00) US/Eastern
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Questions? Contact the following:
- Co-sponsored by Alan Ott, PES Chapter Chair
- Starts 28 November 2023 04:40 PM
- Ends 14 December 2023 08:00 PM
- All times are (GMT-05:00) US/Eastern
- No Admission Charge
Speakers
Po-Chen Chen of Exelon
Insight to Action – Grid Analytics Journey
Biography:
Po-Chen Chen
received his B.Sc. and M.Sc. degrees in electrical engineering from Polytechnic Institute of New York University, Brooklyn, NY, in 2010 and 2012, respectively. His expertise includes distributed generation, power system protection and control, voltage quality and stability studies, geographical information system, machine learning and AI technologies, and big data applications.
Mr. Chen is currently a data science manager in Exelon's Infrastructure and Safety Analytics team. He is responsible for collaborating with various internal stakeholders and external partners to understand business needs and deploy analytics-based solutions, focusing on premier customer experience, operating performance improvement, and increasing safety practices.
In Mr. Chen’s most recent role at Sentient Energy, he focused on agile product development to develop predictive analytics using waveform classification for outage detection. At Duke Energy, as a data scientist lead expert, his team developed advanced data analytics for load research and rate design and developed models for behavioral demand response programs and winter peak analysis for energy modeling. At Oncor Electric Delivery, he helped architect HDFS and data lake ecosystems on IBM cloud and developed AI solutions on Spark-Hadoop and GPU platforms for their T&D customers.
Mr. Chen's publications include 19 conference proceedings, 5 journal articles and 1 book chapter. He is also an elite reviewer for more than 16 journals and have been recognized by IEEE Transactions societies with 4 exceptional reviewer awards.
Agenda
Download The Flyer Linked Below in the MEDIA Section for Complete Details and Event Meeting Link.
Instructors:
- Po-Chen Chen - Exelon
Seminar Outline:
11:00 am to 10:10 am Opening Remarks
11:10 am to 12:30 pm Insight to Action – Grid Analytics Journey
12:30 pm to 12:40 pm Question and Answer
12:40 pm to 12:45 pm Chapter Announcement
IEEE membership is not required to attend this seminar.
Media
| IEEE_PES_Richmond_Seminar_-_PCC_v4 | 390.00 KiB |