Power Load Data Cleaning Method Based on DBSCAN Clustering and WGAN Algorithm

The various processes of acquisition and transmission of measurement data are subject to malfunction or interference, resulting in missing data. Traditional data restoration methods ignore the historical load change pattern and have low reconstruction accuracy. In this paper, we first use the DBSCAN...

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Bibliographic Details

Published in:	IEEE International Conference on Power, Intelligent Computing and Systems (Online) pp. 652 - 657
Main Authors:	Wei, Liyong, Ding, Yi, Wang, En, Liu, Lixin
Format:	Conference Proceeding
Language:	English
Published:	IEEE 14.07.2023
Subjects:	cluster analysis Clustering algorithms Data reconstruction electricity load fluctuation Generative adversarial networks neural network learning Neural networks Power measurement Real-time systems Time measurement Training WGAN
ISSN:	2834-8567
Online Access:	Get full text
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