Data-Driven Anomaly Detection in High-Voltage Transformer Bushings with LSTM Auto-Encoder

Data-Driven Anomaly Detection in High-Voltage Transformer Bushings with LSTM Auto-Encoder

The reliability and health of bushings in high-voltage (HV) power transformers is essential in the power supply industry, as any unexpected failure can cause power outage leading to heavy financial losses. The challenge is to identify the point at which insulation deterioration puts the bushing at a...

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Bibliographic Details
Main Authors: Imene Mitiche, Tony McGrail, Philip Boreham, Alan Nesbitt, Gordon Morison
Format: Article
Language:English
Published: MDPI AG 2021-11-01
Series:Sensors
Subjects:
transformer bushings
insulation failure
anomaly detection
LSTM
auto-encoder
Online Access:https://www.mdpi.com/1424-8220/21/21/7426

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