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Research Interests

  • Data-driven Physical Simulation

  • Physics-informed Machine Learning

  • Inverse Design and Control in Engineering
     

Chen Qianyi.jpg
Awards & Fellowships

Education

PostDoctor
Supervisor: Prof. Tailin Wu
School of Engineering
Westlake University

2019.09 – 2024.01

The Hong Kong Polytechnic University

Dept: Department of Computing

Research interests: Physics-informed Machine Learning, Edge Computing and Structural Health Monitoring, Wireless Sensor Networks.

2016.09 – 2019.06

Zhejiang University

Master of Bridge and Tunnel Engineering

Dept: College of Civil Engineering and Architecture

Research Thesis: Data Processing in Bridge Structure Health Monitoring System

2012.09 – 2016.06

Huazhong University of Science and Technology

Bachelor of Engineering

Dept: School of Civil Engineering and Mechanics

Major: Road and Bridge Engineering

Publication

Publication

  1. Qianyi Chen, Tianrun Gao, Chenbo Jiang, and Tailin Wu. "EqCollide: Equivariant and Collision-Aware Deformable Objects Neural Simulator. " arXiv preprint arXiv:2506.05797. (2025)

  2. Qianyi Chen, Jiannong Cao, Yu Yang, Wanyu Lin, Sumei Wang, and Youwu Wang. “Multi-stage Graph Convolutional Network with Spatial Attention for Multivariate Time Series Imputation.” IEEE Transactions on Neural Networks and Learning Systems (2024)

  3. Qianyi Chen, Jiannong Cao, and Wanyu Lin, Songye Zhu, and Sumei Wang. "Predicting Dynamic Responses of Continuous Deformable Bodies: A Graph-Based Learning Approach." Computer Methods in Applied Mechanics and Engineering. (2023)

  4. Qianyi Chen, Jiannong Cao, and Songye Zhu. "Data-Driven Monitoring and Predictive Maintenance for Engineering Structures: Technologies, Implementation Challenges, and Future Directions." IEEE Internet of Things Journal. (2023)

  5. Qianyi Chen, Jiannong Cao, and Yong Xia. "Physics-enhanced PCA for Data Compression in Edge Devices." IEEE Transactions on Green Communications and Networking. (2022)

  6. Yingxue Zhao, Qianyi Chen, Haoran Li, Haosu Zhou, Hamid Reza Attar, Tobias Pfaff, Tailin Wu, and Nan Li. "Recurrent U-Net-based Graph Neural Network (RUGNN) for accurate deformation predictions in sheet material forming." Advanced Engineering Informatics. (2026)

  7. Xiaoyou Wang, Wanglin Wu, Yao Du, Jian-nong Cao, Qianyi Chen, and Yong Xia. “Wireless IoT Monitoring System in Hong Kong–Zhuhai–Macao Bridge and Edge Computing for Anomaly Detection.” IEEE Internet of Things Journal. (2023).

  8. Yanni Yang, Huafeng Xu, Qianyi Chen, Jiannong Cao, Yanwen Wang. "Multi-Vib: Precise Multi-point Vibration Monitoring Using mmWave Radar. " Proceedings of Interactice Mobile Wearables and Ubiquitous Technology. IMWUT (2022)

  9. Mingjin Zhang, Jiannong Cao, Sahni, Yuvraj, Qianyi Chen, Shan Jiang, and Lei Yang. "Blockchain-based collaborative edge intelligence for trustworthy and real-time video surveillance." IEEE Transactions on Industrial Informatics. (2022)

  10. Mingjin Zhang, Jiannong Cao, Sahni, Yuvraj, Qianyi Chen, Shan Jiang, and Tao Wu. "Eaas: A service-oriented edge computing framework towards distributed intelligence." 2022 IEEE International Conference on Service-Oriented System Engineering (SOSE). IEEE, 2022.

  11. Qianyi Chen, Yun, Chung Bang, and Yuanfeng Duan. "Cable Damage Identification of Tied-Arch Bridge Using Convolutional Neural Network." EASEC16. Springer, Singapore, 2021. 77-84.

  12. Yuanfeng Duan, Qianyi Chen, Hongmei Zhang, Yun, Chung Bang, Sikai Wu, and Qi Zhu. "CNN-based damage identification method of tied-arch bridge using spatial-spectral information." Smart Struct. Syst 23.5 (2019).

  13. Zhanghua Tian, Haidong Zhang, Yun Luo, Yuanfeng Duan, Chaobo Zhou, Qianyi Chen. “Elasto-magnetic Effect Based Total Stress Monitoring of Screw-thread Steel.” [J]. Structural Engineers,2017,33(04):111-116.

  14. 一种基于空间-频率信息的结构整体损伤识别方法,中国发明专利,2019101588140,2021-01-19, 段元锋, 陈潜溢, 章红梅

Professionl Activities

Professional Activities

2018.7.12 – 14 

The First ZHITU Symposium on Advances in Civil Engineering
Zhejiang University, Hangzhou, China

2018.4.13 – 16

Workshop on application of deep learning and GPU based high performance solution

Shandong University, Jinan, China

2017.7 – 2017.8

2017 ASIA-PACIFIC-EURO SUMMER SCHOOL ON SMART STRUCTURES TECHNOLOGY (APESS)

Yokohama National University, Japan 

2017.7.22 – 23

The 13th International Workshop on Advanced Smart Materials and Smart Structural Technologies(ANCRiSST)

University of Tokyo, Japan

2017.8.21 – 26

The 8th Cross-strait Summer School on Monitoring and Control in Civil Engineering

Zhejiang University, Hangzhou, China

Teaching Experiences

( 04 )

Teaching Experiences

Teaching Assistant  

• Programming basics and applications                                               

2022.09-2022.12

• Wireless Networking and Mobile Computing 

                              2021.09-2021.12

• Business Intelligence & Customer Relationship Management                                                                                         2021.02-2021.05

• Legal Aspects, Professionalism And Ethics Of Computing                                                                                                         2020.09-2020.12

• Programming for Fintech Applications                                                                                                                                                             2020.02-2020.05

• Design and Analysis of Algorithms                                                                                                                                                      2019.09-2019.12

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