CV
Academic position
- 2022.09 ~ Present, Research Assistant Professor, The Hong Kong Polytechnic University
- 2022.03 ~ 2022.09, Research Assistant, The Hong Kong Polytechnic University
- 2020.03 ~ 2022.03, Post-doctoral Research Fellow, Shantou University, China
- 2017.09 ~ 2018.09, Visiting scholar, RMIT University, Australia
Academic qualifications
- 2019, Ph.D. Civil Engineering, Shanghai Jiao Tong University, China
- 2013, B.Eng. Civil Engineering, Southeast University, China
Teaching experience
- 2022~2025, CSE40403 Geotechnical design, for Undergraduate students, The Hong Kong Polytechnic University
- 2022~2025, CSE1002 Introduction to AI and Data Analytics for Civil Engineering, for Undergraduate students, The Hong Kong Polytechnic University
Research fundings
- Industrial Fund, Guangdong Provincial Communications Group Co.,Ltd, An intelligent warning system for multi-source geological hazards under climate change for Shantou-Meizhou highway construction, 01 Mar 25 - 31 Dec 28, CNY ¥1,967,531, PI
- General Research Fund, Research Grants Council of Hong Kong, 15220423, Physics-informed multi-fidelity neural network approach for intelligent rectification of shield machine attitude in layered soils, 01 Jan 24 - 31 Dec 26, HKD $1,132,781, PI
- NSFC Young Scientists Fund, National Natural Science Foundation of China (NSFC), 52308377, Intelligent prediction method for shield machine attitude in complex soils based on physics-informed muti-fidelity neural network approach, 01 Jan 24 - 31 Dec 26, CNY ¥300,000, PI
- The Hong Kong Polytechnic University, P0043880, Identifying the kinetic behavior of shield machine in complex soils and establishing a corresponding simulation database via FEM, 31 Dec 2022 - 30 Dec 2024, HKD $250,000, PI
Invited talks
- Finite element-integrated neural network framework for elastic and elastoplastic solids, Asia-Pacific conferences on unsaturated soils, 04-06 December 2024, Melbourne, Australia.
- Intelligent methods for subsurface reconstruction based on sparse borehole data, The 12th National Engineering Geology Conference, 24 November 2024, Shenzhen, China.
- A Physics-informed Deep Learning-FEM Coupling Framework for Small-Strain Boundary Value Problem, COMPLAS 2023 Conference, 07-September-2023, Barcelona, Spain.
- Deep learning-based method for multi-scale stress-strain relationship modeling, 4th Symposium of Chinese Constitutive Model of Rock and Soils, 13-Novermber-2020. Nanjing, China
- A deep learning approach for stress and strain modeling of soils. Machine learning and Big data in Geoscience and Geotechnical, 08-January-2022. Chongqing, China
- An approach to construct activation function in deep learning. 4th International Conference on Information Technology in Geo-Engineering, 04-August-2022, Singapore.
Editorship and awards
- Young Editorial Board Member, Journal of Zhejiang University-SCIENCE A, 2025
- Early Career Editorial Board Members, Smart Construction and Sustainable Cities, 2023
- First Prize of Guangdong Civil Engineering and Architecture Society Science and Technology Award, “Research and application of key intelligent technologies for shield tunneling in composite strata”, No. 2024-1-X17-D, 2024
- Member of Chinese Subsociety for Intelligent Monitoring in Geoengineering, 2020-2024
- “2020 China Excellent Patent Award” by China National Intellectual Property Administration, 2021, Chinese Patent No. ZL.201610805301.0.
- “Teaching achievements Awards” by Shantou University, 2021
- “Outstanding Ph.D. candidate Scholarship” by Shanghai Jiao Tong University, 2016
- “Outstanding Students Award” by Southeast University, 2010
Conference Organization
- Secretary, International Symposium on Innovations in Geotechnical Engineering towards Sustainability, November 30 - December 4, 2023, Hong Kong
- Secretary, The 17th international conference of the International Association for Computer Methods and Advances in Geomechanics, Dec 18 - 21, 2025, Hong Kong
Supervision/Co-Supervision
- Kunpeng Xu, PhD. candidate
- Yue Yu, PhD. candidate
- Haoruo Xu, PhD. candidate
- Hongchi Liu, PhD. candidate
- Yashi Qiu, PhD. candidate
- Haoran Zhang, PhD., 2023
- Yu-Yeung Chung, Master, 2023
- SU Haibin, FYP, 2023
- CHOW Tsz Ying, FYP, 2023
- HANDOYO Michael Stanley, FYP, 2023
- CHOW Kin Long, FYP, 2024
- PENG Yuxin, FYP, 2024