Ensemble self-training deep partial least squares models for stable semi-supervised predictive learning and data analytics.

Junhua Zheng

Junhua Zheng Zhiqiang Ge Li Sun Ensemble self-training deep partial least squares models for stable semi-supervised predictive learning and data analytics. 2026 100362 35 IFAC J. Syst. Control. https://doi.org/10.1016/j.ifacsc.2026.100362 db/journals/ifacjsc/ifacjsc35.html#ZhengGS26 streams/journals/ifacjsc

Junhua Zheng Le Zhou Lingjian Ye Zhiqiang Ge Multi-view collaborative deep information fusion framework for complex industrial process monitoring. 2026 101114 51 J. Ind. Inf. Integr. https://doi.org/10.1016/j.jii.2026.101114 db/journals/jiii/jiii51.html#ZhengZYG26 streams/journals/jiii

Junhua Zheng Yue Zhuo Xiaoyu Jiang Lingquan Zeng Zhiqiang Ge Advances in Bayesian networks for industrial process analytics: Bridging data and mechanisms. 126670 2025 271 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2025.126670 db/journals/eswa/eswa271.html#ZhengZJZG25 streams/journals/eswa

Weiqing Sun Junhua Zheng Haihua Yang Simulation of Engineering Measurement Positioning Layout System Based on Nonlinear Analysis. 2025 49 Informatica (Slovenia) 10 https://doi.org/10.31449/inf.v49i10.5906 db/journals/informaticaSI/informaticaSI49.html#SunZY25 streams/journals/informaticaSI

Xinyi Zang Yujia Xia Haibing Xiao Haolun Luo Minggui Si Naiqiao Hou Axide Haoni Tianyi Chen Ziyi Liu Xinyuan Pu Xiangyu Zi Lijun Xu Jin Zhu Zhipeng Xu Jianning Wang Zaoyu Wang Jun Xia Dengfeng Cao Yu Yin Jieying Wang Xiaorong Wu Wen Kong Jiwei Huang Jin Zhang Yonghui Chen Yiran Huang David Ka-Wai Leung Jeremy Yuen-Chun Teoh Keliang Wang Chaozhao Liang Junhua Zheng Zhangsheng Yu Wei Zhai A multimodal AI model for precision prognosis in clear cell renal cell carcinoma: A multicenter study. 2025 8 npj Digit. Medicine 1 https://doi.org/10.1038/s41746-025-02034-x db/journals/npjdm/npjdm8.html#ZangXXLSHHCLPZXZXWWXCYW25 streams/journals/npjdm

Xiaoyu Jiang Junhua Zheng Ziyi Chen Zhiqiang Ge Zhihuan Song Xiaoguang Ma Leveraging Transfer Learning for Data Augmentation in Fault Diagnosis of Imbalanced Time-Frequency Images. 6762-6772 2025 22 IEEE Trans Autom. Sci. Eng. https://doi.org/10.1109/TASE.2024.3454418 db/journals/tase/tase22.html#JiangZCGSM25 streams/journals/tase

Junhua Zheng Zhiqiang Ge Collaborative Deep Learning and Information Fusion of Heterogeneous Latent Variable Models for Industrial Quality Prediction. 1659-1672 2025 April 55 IEEE Trans. Cybern. 4 https://doi.org/10.1109/TCYB.2025.3537809 db/journals/tcyb/tcyb55.html#ZhengG25 streams/journals/tcyb

Junhua Zheng Lingjian Ye Zhiqiang Ge Deep Latent Variable Predictive Modeling With Online Bayesian Soft Attention Mechanism. 811-819 2025 January 21 IEEE Trans. Ind. Informatics 1 https://doi.org/10.1109/TII.2024.3463703 db/journals/tii/tii21.html#ZhengYG25 streams/journals/tii

Junhua Zheng Le Zhou Yuting Lyu Zeyu Yang Zhiqiang Ge Multi-Rate Data Distillation for Deep Process Monitoring. 1-10 2025 74 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2025.3571076 db/journals/tim/tim74.html#ZhengZLYG25 streams/journals/tim

Junhua Zheng Le Zhou Lingjian Ye Zhiqiang Ge Deep Co-Training Partial Least Squares Model for Semi-Supervised Industrial Soft Sensing. 3363-3371 2025 May 55 IEEE Trans. Syst. Man Cybern. Syst. 5 https://doi.org/10.1109/TSMC.2025.3540028 db/journals/tsmc/tsmc55.html#ZhengZYG25 streams/journals/tsmc

Letian Wei Zhiman Zhang Junhua Zheng Privacy distillation: Collaborative privacy protection for Transformer. 43-49 2025 GAIIS https://doi.org/10.1145/3728725.3728733 conf/gaiis/2025 db/conf/gaiis/gaiis2025.html#WeiZZ25

Junhua Zheng Lingquan Zeng Zeyu Yang Zhiqiang Ge Additive dynamic Bayesian networks for enhanced feature learning in soft sensor modeling. 108881 2024 136 Eng. Appl. Artif. Intell. https://doi.org/10.1016/j.engappai.2024.108881 db/journals/eaai/eaai136.html#ZhengZYG24 streams/journals/eaai

Junhua Zheng Lingjian Ye Zhiqiang Ge Laplacian regularization of linear regression model for semi-supervised industrial soft sensor development. 124459 2024 254 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2024.124459 db/journals/eswa/eswa254.html#ZhengYG24 streams/journals/eswa

Ruikun Zhai Junhua Zheng Zhihuan Song Zhiqiang Ge Reliable Soft Sensors With an Inherent Process Graph Constraint. 8798-8806 2024 June 20 IEEE Trans. Ind. Informatics 6 https://doi.org/10.1109/TII.2024.3372013 db/journals/tii/tii20.html#ZhaiZSG24

Xiaoyu Jiang Xiangyin Kong Junhua Zheng Zhiqiang Ge Xinmin Zhang Zhihuan Song Robust Adversarial Attacks on Imperfect Deep Neural Networks in Fault Classification. 14297-14307 2024 December 20 IEEE Trans. Ind. Informatics 12 https://doi.org/10.1109/TII.2024.3449999 db/journals/tii/tii20.html#JiangKZGZS24 streams/journals/tii

Guangjie Chen Le Zhou Junhua Zheng Yi Liu 0024 Zhihuan Song A Systematic Monitoring Framework Utilizing Dynamic Bayesian Network in Plant-Wide Processes. 1-13 2024 73 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2024.3476588 db/journals/tim/tim73.html#ChenZZLS24 streams/journals/tim

Junhua Zheng Zeyu Yang Zhiqiang Ge Deep Residual Principal Component Analysis as Feature Engineering for Industrial Data Analytics. 1-10 2024 73 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2024.3420267 db/journals/tim/tim73.html#ZhengYG24

Shumei Liu Anjia Yang Junhua Zheng A Logarithmic-Size Certificateless Traceable Ring Signature Based on SM2-DualRing and its Application in Data Sharing. 601-608 2024 MSN https://doi.org/10.1109/MSN63567.2024.00087 conf/msn/2024 db/conf/msn/msn2024.html#LiuYZ24

Le Yao Bingbing Shen Linlin Cui Junhua Zheng Zhiqiang Ge Semi-Supervised Deep Dynamic Probabilistic Latent Variable Model for Multimode Process Soft Sensor Application. 6056-6068 2023 April 19 IEEE Trans. Ind. Informatics 4 https://doi.org/10.1109/TII.2022.3183211 db/journals/tii/tii19.html#YaoSCZG23

Xiaoyu Jiang Junhua Zheng Xinzhen Zhuang Zhiqiang Ge Ensemble Data Augmentation for Imbalanced Fault Diagnosis. 1-12 2023 72 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2023.3307757 db/journals/tim/tim72.html#JiangZZG23

Lingquan Zeng Junhua Zheng Le Yao Zhiqiang Ge Dynamic Bayesian Networks for Feature Learning and Transfer Applications in Remaining Useful Life Estimation. 1-12 2023 72 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2022.3221142 db/journals/tim/tim72.html#ZengZYG23

Junhua Zheng Yangxuan Liu Yi Liu 0024 Beiping Hou Yuan Yao 0002 Le Zhou Semi-Supervised Process Data Regression and Application Based on Latent Factor Analysis Model. 1-11 2023 72 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2023.3317484 db/journals/tim/tim72.html#ZhengLLHYZ23

Zeyu Yang Junhua Zheng Zhiqiang Ge Lifelong Bayesian Learning Machines for Streaming Industrial Big Data. 1554-1565 2023 March 53 IEEE Trans. Syst. Man Cybern. Syst. 3 https://doi.org/10.1109/TSMC.2022.3198833 db/journals/tsmc/tsmc53.html#YangZG23

Junhua Zheng Yue Liu Zhiqiang Ge Dynamic ensemble selection based improved random forests for fault classification in industrial processes. 100189 2022 20 IFAC J. Syst. Control. https://doi.org/10.1016/j.ifacsc.2022.100189 db/journals/ifacjsc/ifacjsc20.html#ZhengLG22

Junhua Zheng Jingbing Li Jing Liu 0041 Mengxing Huang Yen-Wei Chen 0001 Uzair Aslam Bhatti A novel convolution kernel-based robust watermarking scheme applied in medical image. 290-299 2022 22 Int. J. Wirel. Mob. Comput. 3/4 https://doi.org/10.1504/IJWMC.2022.124820 db/journals/ijwmc/ijwmc22.html#ZhengLLHCB22

Siteng Chen Jinxi Xiang Xiyue Wang Jun Zhang 0018 Sen Yang 0006 Junzhou Huang Wei Yang 0032 Junhua Zheng Xiao Han 0011 Pan-cancer computational histopathology reveals tumor mutational burden status through weakly-supervised deep learning. 2022 abs/2204.03257 CoRR https://doi.org/10.48550/arXiv.2204.03257 db/journals/corr/corr2204.html#abs-2204-03257

Jian Chen Michael C. Fu 0001 Wenhong Zhang Junhua Zheng Predictive Modeling for Epidemic Outbreaks: A New Approach and COVID-19 Case Study. 2050028:1-2050028:21 2020 37 Asia Pac. J. Oper. Res. 3 https://doi.org/10.1142/S0217595920500281 db/journals/apjor/apjor37.html#Chen0ZZ20

Junhua Zheng Jinlin Zhu Guangjie Chen Zhihuan Song Zhiqiang Ge Dynamic Bayesian network for robust latent variable modeling and fault classification. 103475 2020 89 Eng. Appl. Artif. Intell. https://doi.org/10.1016/j.engappai.2020.103475 https://www.wikidata.org/entity/Q126383892 db/journals/eaai/eaai89.html#ZhengZCSG20

Uzair Aslam Bhatti Dengfeng Cao Guangjie Chen Jian Chen Siteng Chen Tianyi Chen Yen-Wei Chen 0001 Yonghui Chen Ziyi Chen Linlin Cui Michael C. Fu 0001 Zhiqiang Ge Xiao Han 0011 Axide Haoni Beiping Hou Naiqiao Hou Jiwei Huang Junzhou Huang Mengxing Huang Yiran Huang Xiaoyu Jiang Wen Kong Xiangyin Kong David Ka-Wai Leung Jingbing Li Chaozhao Liang Jing Liu 0041 Shumei Liu Yangxuan Liu Yi Liu 0024 Yue Liu Ziyi Liu Haolun Luo Yuting Lyu Xiaoguang Ma Xinyuan Pu Bingbing Shen Minggui Si Zhihuan Song Li Sun Weiqing Sun Jeremy Yuen-Chun Teoh Jianning Wang Jieying Wang Keliang Wang Xiyue Wang Zaoyu Wang Letian Wei Xiaorong Wu Jun Xia Yujia Xia Jinxi Xiang Haibing Xiao Lijun Xu Zhipeng Xu Anjia Yang Haihua Yang Sen Yang 0006 Wei Yang 0032 Zeyu Yang Le Yao Yuan Yao 0002 Lingjian Ye Yu Yin Zhangsheng Yu Xinyi Zang Lingquan Zeng Ruikun Zhai Wei Zhai Jin Zhang Jun Zhang 0018 Wenhong Zhang Xinmin Zhang Zhiman Zhang Le Zhou Jin Zhu Jinlin Zhu Xinzhen Zhuang Yue Zhuo Xiangyu Zi