Dr Zhenghua Chen
- Senior Lecturer (Autonomous Systems & Connectivity)
Biography
Dr. Zhenghua Chen received the B.Eng. degree from University of Electronic Science and Technology of China (UESTC), Chengdu, China, in 2011, and Ph.D. degree from Nanyang Technological University (NTU), Singapore, in 2017. He was a Senior Scientist, PI and Lab Head at Institute for Infocomm Research, Agency for Science, Technology and Research (A*STAR), Singapore.
Currently, he is a Senior Lecturer (Associate Professor) at University of Glasgow, UK. He serves as Associate Editor-in-Chief for IEEE Transactions on Instrumentation and Measurement and Neurocomputing, and Associate Editor for IEEE Transactions on Pattern Analysis and Machine Intelligence, IEEE Transactions on Industrial Informatics, and IEEE Transactions on Industrial Cyber-Physical Systems, etc. He was the Chair of IEEE Sensors Council Singapore Chapter. He has won several competitive awards, such as First Place Winner for CVPR 2021 UG2+ Challenge, A*STAR Career Development Award, Best Paper Award at IEEE ICIEA 2022 and IEEE SmartCity 2022, IEEE JAS Norbert Wiener Review Paper Award, Outstanding Associate Editor Award for IEEE TII (2024) and TIM (2024 and 2025), etc.
Research interests
- Time series data analytics: representation learning, domain adaptation, knowledge distillation, etc.
- Time series foundation model
- Large language model (LLM)-based time series analysis
- Applications: wireless sensing, fault diagnosis & remaining useful life prediction, wearable healthcare, and beyond
Publications
2026
Yang, Yang, Xu, Kai, Hou, Junyao, Zhang, Miao, Li, Xiang, Chen, Zhenghua, Gao, Yingxue, Wang, Chao, Wu, Min and Yin, Quanjun (2026) Geometric Contrastive Ensemble Distillation with calibration margin induction. Pattern Recognition, 180(B), 114064. (doi: 10.1016/j.patcog.2026.114064)
Wu, Yanping, Dang, Meiting, Wu, Lin 
ORCID: https://orcid.org/0000-0002-7376-5384, Ho, Edmond S.L. ORCID: https://orcid.org/0000-0001-5862-106X, Chen, Zhenghua and Wei, Chongfeng ORCID: https://orcid.org/0000-0002-4565-509X
(2026)
ESIA: An Energy-Based Spatiotemporal Interaction-Aware Framework for pedestrian intention prediction.
IEEE Transactions on Multimedia,
(doi: 10.1109/TMM.2026.3721341)
(Early Online Publication)
Wang, Yucheng, Gong, Peiliang, Wu, Min, Ott, Felix, Li, Xiaoli, Xie, Lihua and Chen, Zhenghua (2026) Temporal source recovery for time-series source-free unsupervised domain adaptation. IEEE Transactions on Pattern Analysis and Machine Intelligence, 48(8), pp. 9589-9605. (doi: 10.1109/TPAMI.2026.3681762)
Wang, Yucheng, Ragab, Mohamed, Hou, Yubo, Wu, Min, Li, Xiaoli and Chen, Zhenghua (2026) Deep domain adaptation for turbofan engine remaining useful life prediction: methodologies, evaluation, and future trends. IEEE/CAA Journal of Automatica Sinica, 13(8), pp. 1783-1803. (doi: 10.1109/JAS.2025.125843)
Hu, Jinde, Chen, Jinlei, Chen, Zhenghua, Ye, Sai and Wang, Sheng ORCID: https://orcid.org/0000-0002-2258-2633
(2026)
Overview of Degradation Mechanisms and Reliability Assessment Methods for SiC MOSFETs.
In: International Conference on Transport Electrification and Energy Storage (ICTEES 2026), Cardiff, Wales, 20-22 Aug 2026,
(Accepted for Publication)
Jiang, Xiaonan, Li, Jiawei, Song, Chaoyun, Zhao, Dezong ORCID: https://orcid.org/0000-0002-9848-372X, Zeng, Yifeng, Huang, Zhao and Chen, Zhenghua
(2026)
ReasonLoc: Geometric-Language Localization in 3D Point Clouds via Spatial Reasoning.
In: 34th ACM International Conference on Multimedia, Rio de Janeiro, Brazil, 10-14 Nov 2026,
(Accepted for Publication)
Jia, Yafei, Chen, Jianfeng, Bai, Jisheng, Wang, Mou, Shi, Dongyuan and Chen, Zhenghua (2026) Dynamic Training Strategies for Domain Generalization in Self-Supervised Anomaly Sound Detection. IEEE Transactions on Audio, Speech and Language Processing, (doi: 10.1109/taslpro.2026.3703178) (Early Online Publication)
Wang, Yucheng, Wu, Min, Xu, Yuecong, Yang, Jianfei, Li, Xiaoli, Xie, Lihua and Chen, Zhenghua (2026) Gaussian adaptive patching powered fully-connected spatial-temporal graph for multivariate time-series data. IEEE Transactions on Pattern Analysis and Machine Intelligence, (doi: 10.1109/tpami.2026.3693569) (Early Online Publication)
Articles
Yang, Yang, Xu, Kai, Hou, Junyao, Zhang, Miao, Li, Xiang, Chen, Zhenghua, Gao, Yingxue, Wang, Chao, Wu, Min and Yin, Quanjun (2026) Geometric Contrastive Ensemble Distillation with calibration margin induction. Pattern Recognition, 180(B), 114064. (doi: 10.1016/j.patcog.2026.114064)
Wu, Yanping, Dang, Meiting, Wu, Lin ORCID: https://orcid.org/0000-0002-7376-5384, Ho, Edmond S.L. ORCID: https://orcid.org/0000-0001-5862-106X, Chen, Zhenghua and Wei, Chongfeng ORCID: https://orcid.org/0000-0002-4565-509X
(2026)
ESIA: An Energy-Based Spatiotemporal Interaction-Aware Framework for pedestrian intention prediction.
IEEE Transactions on Multimedia,
(doi: 10.1109/TMM.2026.3721341)
(Early Online Publication)
Wang, Yucheng, Gong, Peiliang, Wu, Min, Ott, Felix, Li, Xiaoli, Xie, Lihua and Chen, Zhenghua (2026) Temporal source recovery for time-series source-free unsupervised domain adaptation. IEEE Transactions on Pattern Analysis and Machine Intelligence, 48(8), pp. 9589-9605. (doi: 10.1109/TPAMI.2026.3681762)
Wang, Yucheng, Ragab, Mohamed, Hou, Yubo, Wu, Min, Li, Xiaoli and Chen, Zhenghua (2026) Deep domain adaptation for turbofan engine remaining useful life prediction: methodologies, evaluation, and future trends. IEEE/CAA Journal of Automatica Sinica, 13(8), pp. 1783-1803. (doi: 10.1109/JAS.2025.125843)
Jia, Yafei, Chen, Jianfeng, Bai, Jisheng, Wang, Mou, Shi, Dongyuan and Chen, Zhenghua (2026) Dynamic Training Strategies for Domain Generalization in Self-Supervised Anomaly Sound Detection. IEEE Transactions on Audio, Speech and Language Processing, (doi: 10.1109/taslpro.2026.3703178) (Early Online Publication)
Wang, Yucheng, Wu, Min, Xu, Yuecong, Yang, Jianfei, Li, Xiaoli, Xie, Lihua and Chen, Zhenghua (2026) Gaussian adaptive patching powered fully-connected spatial-temporal graph for multivariate time-series data. IEEE Transactions on Pattern Analysis and Machine Intelligence, (doi: 10.1109/tpami.2026.3693569) (Early Online Publication)
Conference Proceedings
Hu, Jinde, Chen, Jinlei, Chen, Zhenghua, Ye, Sai and Wang, Sheng ORCID: https://orcid.org/0000-0002-2258-2633
(2026)
Overview of Degradation Mechanisms and Reliability Assessment Methods for SiC MOSFETs.
In: International Conference on Transport Electrification and Energy Storage (ICTEES 2026), Cardiff, Wales, 20-22 Aug 2026,
(Accepted for Publication)
Jiang, Xiaonan, Li, Jiawei, Song, Chaoyun, Zhao, Dezong ORCID: https://orcid.org/0000-0002-9848-372X, Zeng, Yifeng, Huang, Zhao and Chen, Zhenghua
(2026)
ReasonLoc: Geometric-Language Localization in 3D Point Clouds via Spatial Reasoning.
In: 34th ACM International Conference on Multimedia, Rio de Janeiro, Brazil, 10-14 Nov 2026,
(Accepted for Publication)