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October Data Science Community - A Python Experiment: Identification of High Voltage Transmission Li
Oct 20, 2020 from 1:00 PM to 2:00 PM (CT)
Data Science Community
October 20, 2020
1:00 – 2:00 pm CT
for a presentation on “
A Python Experiment: Identification of High Voltage Transmission Line Asset Renewal Initiatives Using Structure-Based Information
Mike White, Local Relations Consultant at American Transmission Company (ATC)
Analysts review several factors when determining if line maintenance or rebuilds are required. Many of these factors examine the status of a particular line as a whole, rather than based on variables specific to individual transmission structures (poles).
Based on more robust data collection and powerful new modeling tools, this project attempted to use machine learning and deep learning methods to automate the process of predicting the need for a transmission line rebuild based largely on information at the structure level.
The session will include information on how Mike used information at the structure and line level to train models based on a binary classification problem of determining necessity for a t-line rebuild. The presentation will describe the problem, methods used, results and conclusions, as well as next steps. All analysis was performed using python, so Mike will provide a high-level overview of the methods and techniques used. Please bring your questions, as this session will include Q&A and open discussion.
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A meeting link will be provided to members of the Data Science Community.
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