Learning Power Systems Waveform Incipient Patterns Through Few-Shot Meta-Learning

Learning Power Systems Waveform Incipient Patterns Through Few-Shot Meta-Learning

Incipient faults (IFs) are abnormal states before the permanent failure of power equipment. IFs are typically transient and generally do not trigger the operation of relay protection devices. This leads the difficulty in capturing IF data from waveform monitoring or recording devices. However, tradi...

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Bibliographic Details
Main Authors: Lixian Shi, Qiushi Cui, Yang Weng, Yigong Zhang, Shilong Chen, Jian Li, Wenyuan Li
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Open Access Journal of Power and Energy
Subjects:
Incipient fault detection
power quality
data scarcity
waveform image
few-shot learning
meta-learning
Online Access:https://ieeexplore.ieee.org/document/10713429/
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