Data Quality Improvement Method for Power Equipment Condition Based on Stacked Denoising Autoencoders Improved by Particle Swarm Optimization

Data Quality Improvement Method for Power Equipment Condition Based on Stacked Denoising Autoencoders Improved by Particle Swarm Optimization

Big data related to power equipment condition is experiencing explosive growth. However, equipment failures and personnel errors result in dirty data, having a negative effect on data quality and subsequent analysis results. Therefore, data cleaning is of great significance. Most existing research f...

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Bibliographic Details
Main Author: JI Rong, HOU Huijuan, SHENG Gehao, ZHANG Lijing, SHU Bo, JIANG Xiuchen
Format: Article
Language:Chinese
Published: Editorial Office of Journal of Shanghai Jiao Tong University 2025-06-01
Series:Shanghai Jiaotong Daxue xuebao
Subjects:
power equipment
status data
stacked denoising autoencoder
data cleaning
Online Access:https://xuebao.sjtu.edu.cn/article/2025/1006-2467/1006-2467-59-6-780.shtml
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