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A Novel Phase-Aware Neural Network Framework for Fault Detection in Multiphase Processes via Feature Augmentation and Phase Discrimination

Yimeng He Zidong Wang Weibo Liu Jingzhong Fang Linwei Chen Zhihuan Song

自动化学报（英文版）2026，Vol.13Issue(4)：864-876,13.

自动化学报（英文版）2026，Vol.13Issue(4)：864-876,13.DOI:10.1109/JAS.2025.125708

A Novel Phase-Aware Neural Network Framework for Fault Detection in Multiphase Processes via Feature Augmentation and Phase Discrimination

Yimeng He ¹Zidong Wang ²Weibo Liu ³Jingzhong Fang ³Linwei Chen ³Zhihuan Song⁴

作者信息

1. State Key Laboratory of Industrial Control Technology,the College of Control Science and Engineering,Zhejiang University,Hangzhou 310027,China
2. College of Electrical Engineering and Automation,Shandong University of Science and Technology,Qingdao 266590||Department of Computer Science,Brunel University London,Middlesex UB8 3PH,UK
3. Department of Computer Science,Brunel University London,Middlesex UB8 3PH,UK
4. State Key Laboratory of Industrial Control Technology,the College of Control Science and Engineering,Zhejiang University,Hangzhou 310027,China||Guangdong Provincial Key Laboratory of Petrochemical Equipment Fault Diagnosis,Guangdong University of Petrochemical Technology,Maoming 525000,China
折叠

摘要

关键词

Fault detection/feature augmentation/multiphase process/phase-aware neural network(PANN)/phase discriminator/process monitoring

Key words

Fault detection/feature augmentation/multiphase process/phase-aware neural network(PANN)/phase discriminator/process monitoring

引用本文复制引用

Yimeng He,Zidong Wang,Weibo Liu,Jingzhong Fang,Linwei Chen,Zhihuan Song..A Novel Phase-Aware Neural Network Framework for Fault Detection in Multiphase Processes via Feature Augmentation and Phase Discrimination[J].自动化学报（英文版）,2026,13(4):864-876,13.

基金项目

This work was supported in part by the National Natural Science Foundation of China(NSFC)(62473103),the Royal Society of the UK,and the Alexander von Humboldt Foundation of Germany. （NSFC）

自动化学报（英文版）

ISSN：2329-9266

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