Publications 

PhD thesis, "Bayesian deep learning for system identification.", 2022. 

Xilin Yina, Huan Wang, Federico Pisanòa, Ken Gavina, Amin Askarinejad and Hongpeng Zhou, "Deep learning-based design model for suction caissons on clay." Ocean Engineering, 2023.

Xilin Yina, Huan Wang, Federico Pisanòa, Ken Gavina, Amin Askarinejad and Hongpeng Zhou, "Application of the neural network model in predicting the three-dimensional response of suction caissons on clay." 9th International SUT OSIG Conference “Innovative Geotechnologies for Energy Transition, 2023.

Lauren ForbesBeadle, Hongpeng Zhou, Magnus Rattray and Hilary L. Ashe, "Modulation of transcription burst amplitude underpins dosage compensation in the Drosophila embryo." Cell Reports, 2023.

Hongpeng Zhou, Chahine Ibrahim, Wei Xing Zheng, Wei Pan, "Sparse Bayesian deep learning for dynamic system identification." Automatica, 2022. 

Hongpeng Zhou, Wei Pan,  "Bayesian Learning to Discover Mathematical Operations in Governing Equations of Dynamic Systems."  arXiv preprint arXiv:2206.00669, 2022. 

Yusheng Yang, Hongpeng Zhou, Yu Song, Peter Vink, "Identify dominant dimensions of 3D hand shapes using statistical shape model and deep neural network." Applied Ergonomics, 2021.

Hongpeng Zhou, Chahine Ibrahim, Wei Pan, "A sparse bayesian deep learning approach for identification of cascaded tanks benchmark. " arXiv preprint arXiv:1911.06847, 2019.

Hongpeng Zhou, Minghao Yang, Jun Wang, Wei Pan, "Bayesnas: A bayesian approach for neural architecture search. " International conference on machine learning (ICML), 2019.

Hengbo Ma, Tianyu Tan, Hongpeng Zhou, Tianyi Gao, "Support vector machine-recursive feature elimination for the diagnosis of Parkinson disease based on speech analysis. "  2016 Seventh International Conference on Intelligent Control and Information Processing (ICICIP), 2016.

Ao Chen, Hongpeng Zhou, Yujian An, Wei Sun, "PCA and PLS monitoring approaches for fault detection of wastewater treatment process. " 2016 IEEE 25th International Symposium on Industrial Electronics (ISIE), 2016.

Hongpeng Zhou, Ao Chen, Chengming Yang, Jiapeng Yin, Han Yu, ”A data-driven KPI prediction method for vehicular cyber physical system. " 2016 IEEE 25th International Symposium on Industrial Electronics (ISIE), 2016.