A Method of Abnormal Detection for Power Grid Control System Metrics Based on AI Platform

In the intelligent maintenance of power grid control system, a real-time anomaly detection algorithm for metrics based on sliding windows is proposed. Then, short-term prediction and dynamic threshold are distributed constructed based on AI platform. Finally, multi-dimensional correlation analysis are achieved. Based on the metric of a system, a case study was conducted to verify that the method proposed in this paper is significantly superior of timeliness, accuracy and efficient.

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Publication Details

Published
2024-11-29
DOI
https://doi.org/10.1109/ei264398.2024.10991716
Primary Topic
Smart Grid and Power Systems
Type
article
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article

A Method of Abnormal Detection for Power Grid Control System Metrics Based on AI Platform

Yingying Lao, Shang Gao, Hao Li, Shen Jialing et al.
Smart Grid and Power Systems
article

A Method of Abnormal Detection for Power Grid Control System Metrics Based on AI Platform

Yingying Lao, Shang Gao, Hao Li, Shen Jialing, Ji Xuechun, Kong Yanru
article en

Abstract

In the intelligent maintenance of power grid control system, a real-time anomaly detection algorithm for metrics based on sliding windows is proposed. Then, short-term prediction and dynamic threshold are distributed constructed based on AI platform. Finally, multi-dimensional correlation analysis are achieved. Based on the metric of a system, a case study was conducted to verify that the method proposed in this paper is significantly superior of timeliness, accuracy and efficient.

NARI Group (China) (CN)
Affordable and clean energy
Openalex Percentile: Top 72%
Smart Grid and Power Systems
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