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郑俊华 cover

郑俊华 (Junhua Zheng)

Zhejiang University of Science and Technology

15H-index
51Paper Count
660Citation Count
Published Papers 37
Publication Date
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ABIGX: A Unified Framework for Explainable Fault Detection and Classification
errIEEE Transactions on Pattern Analysis and Machine Intelligence
IF18.6
err2026-04-30
err0
PREAI
errYue Zhuo; Jinchuan Qian; Junhua Zheng; Xiaoyu Jiang; Zhihuan Song; Duxin Chen; Wenwu Yu; Zhiqiang Ge
errShare
errSave
Mixup Deep Features for Augmented Predictive Data-driven Modeling and Quality Analytics in Chemical Industrial Processes
errChemometrics and Intelligent Laboratory Systems
IF3.8
err2026-04-27
err0
PREAI
errJunhua Zheng; Feng Sun; Zeyu Yang; Lingjian Ye; Zhiqiang Ge
errShare
errSave
Multi-view Collaborative Deep Information Fusion Framework for Complex Industrial Process Monitoring
errJournal of Industrial Information Integration
IF11.6
err2026-04-05
err0
PREAI
errJunhua Zheng; Le Zhou; Lingjian Ye; Zhiqiang Ge
errShare
errSave
Multilevel Deep PLS Model for Key Performance Indicators Prediction in Plant-Wide Industrial Processes
errIEEE Transactions on Instrumentation and Measurement
IF5.9
err2026-03-26
err0
PREAI
errJunhua Zheng; Lingjian Ye; Zhiqiang Ge; Li Sun
errShare
errSave
Ensemble self-training deep partial least squares models for stable semi-supervised predictive learning and data analytics
errIFAC Journal of Systems and Control
IF1.8
err2026-01-01
err0
PREAI
errZheng, Junhua; Ge, Zhiqiang; Sun, Li
errShare
errSave
Semi-Supervised Data Distillation for Deep Soft Sensing in Industrial Cyber-Physical Systems
errIEEE Transactions on Industrial Cyber-Physical Systems
IF0
err2026-01-01
err0
PREAI
errGe, Zhiqiang; Zheng, Junhua; Sun, Li
errShare
errSave
When Just-In-Time Learning Meets Deep Learning: An Industrial Quality Prediction Practice on Deep Partial Least Squares Model
errChemometrics and Intelligent Laboratory Systems
IF3.8
err2025-10-27
err0
PREAI
errJunhua Zheng; Zeyu Yang; Zhiqiang Ge
errShare
errSave
Bagging deep residual principal component analysis for ensemble industrial process monitoring
errProcess Safety and Environmental Protection
IF7.8
err2025-10-12
err0
PREAI
errJunhua Zheng; Xinyu Liu; Zeyu Yang; Zhiqiang Ge
errShare
errSave
Deep extraction and augmentation of non-Gaussian data features for multimode industrial process monitoring
errCHEMICAL ENGINEERING SCIENCE
IF4.3
err2025-06-01
err0
PREAI
errZheng, Junhua; Yang, Zeyu; Ge, Zhiqiang
errShare
errSave
Advances in Bayesian networks for industrial process analytics: Bridging data and mechanisms
errEXPERT SYSTEMS WITH APPLICATIONS
IF7.5
err2025-05-01
err1
PREAI
errZheng, Junhua; Zhuo, Yue; Jiang, Xiaoyu; Zeng, Lingquan
errShare
errSave
Local deep learning of principal component regression model for spectroscopic calibration of time-varying spectra data
errMEASUREMENT
IF5.6
err2025-04-01
err0
PREAI
errZheng, Junhua; Zhou, Hansong; Liu, Xinyu; Yang, Zeyu; Ge, Zhiqiang
errShare
errSave
Semi-supervised convolutional generative adversarial networks for dynamic fault classification with manifold regularization
errPROCESS SAFETY AND ENVIRONMENTAL PROTECTION
IF7.8
err2025-01-01
err0
PREAI
errZheng, Junhua; Wang, Jian; Ye, Lingjian; Zhuo, Yue
errShare
errSave
Deep Latent Variable Predictive Modeling With Online Bayesian Soft Attention Mechanism
errIEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS
IF9.9
err2025-01-01
err0
PREAI
errZheng, Junhua; Ye, Lingjian; Ge, Zhiqiang
errShare
errSave
Robust Adversarial Attacks on Imperfect Deep Neural Networks in Fault Classification
errIEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS
IF9.9
err2024-12-01
err0
PREAI
errJiang, Xiaoyu; Kong, Xiangyin; Zheng, Junhua; Ge, Zhiqiang; Zhang, Xinmin; Song, Zhihuan
errShare
errSave
Spectra data calibration based on deep residual modeling of independent component regression
errCHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS
IF3.8
err2024-12-01
err0
PREAI
errZheng, Junhua; Yang, Zeyu; Ge, Zhiqiang
errShare
errSave
Laplacian regularization of linear regression model for semi-supervised industrial soft sensor development
errEXPERT SYSTEMS WITH APPLICATIONS
IF7.5
err2024-11-01
err0
PREAI
errZheng, Junhua; Ye, Lingjian; Ge, Zhiqiang
errShare
errSave
Semi-supervised process monitoring based on self-training PCA model
errPROCESS SAFETY AND ENVIRONMENTAL PROTECTION
IF7.8
err2024-07-01
err3
PREAI
errZheng, Junhua; Ye, Lingjian; Ge, Zhiqiang
errShare
errSave
Reliable Soft Sensors With an Inherent Process Graph Constraint
errIEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS
IF9.9
err2024-06-01
err3
PREAI
errZhai, Ruikun; Zheng, Junhua; Song, Zhihuan; Ge, Zhiqiang
errShare
errSave
A Systematic Monitoring Framework Utilizing Dynamic Bayesian Network in Plant-Wide Processes
errIEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT
IF5.9
err2024-01-01
err0
PREAI
errChen, Guangjie; Zhou, Le; Zheng, Junhua; Liu, Yi; Song, Zhihuan
errShare
errSave
Leveraging Transfer Learning for Data Augmentation in Fault Diagnosis of Imbalanced Time-Frequency Images
errIEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING
IF6.4
err2024-01-01
err1
PREAI
errJiang, Xiaoyu; Zheng, Junhua; Chen, Ziyi; Ge, Zhiqiang; Song, Zhihuan; Ma, Xiaoguang
errShare
errSave

Research Directions

数据驱动建模与应用，工业大数据，人工智能系统与应用
Co-authors
Cooperation Journals
葛
葛志强 (Zhiqiang Ge)
H-index: 62 · Papers: 319
汪建 cover
汪建 (Jian Wang)
H-index: 55 · Papers: 1.0K
宋执环 cover
宋执环 (Zhihuan Song)
H-index: 52 · Papers: 353
W
Wei Liu
H-index: 44 · Papers: 481
孙
孙立 (Li Sun)
H-index: 43 · Papers: 463
View more