首页|期刊导航|自动化学报(英文版)|A Novel Phase-Aware Neural Network Framework for Fault Detection in Multiphase Processes via Feature Augmentation and Phase Discrimination

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

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

State Key Laboratory of Industrial Control Technology,the College of Control Science and Engineering,Zhejiang University,Hangzhou 310027,ChinaCollege of Electrical Engineering and Automation,Shandong University of Science and Technology,Qingdao 266590||Department of Computer Science,Brunel University London,Middlesex UB8 3PH,UKDepartment of Computer Science,Brunel University London,Middlesex UB8 3PH,UKDepartment of Computer Science,Brunel University London,Middlesex UB8 3PH,UKDepartment of Computer Science,Brunel University London,Middlesex UB8 3PH,UKState 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

Fault detectionfeature augmentationmultiphase processphase-aware neural network(PANN)phase discriminatorprocess monitoring

Fault detectionfeature augmentationmultiphase processphase-aware neural network(PANN)phase discriminatorprocess monitoring

《自动化学报(英文版)》 2026 (4)

864-876,13

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.

10.1109/JAS.2025.125708

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