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 Neurocomputing, and Associate Editor for IEEE TPAMI, TII, TIM, TICPS, 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, First Runner-Up Award for Grand Challenge at IEEE VCIP 2020, Best Paper Award at IEEE ICIEA 2022 and IEEE SmartCity 2022, 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)
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)
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
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)