Qianyi Chen
陈潜溢
PostDoctor
Supervisor: Prof. Tailin Wu
School of Engineering
Westlake University
Email: chenqianyi@westlake.edu.cn
Research Interests
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Data-driven Physical Simulation
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Physics-informed Machine Learning
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Inverse Design and Control in Engineering

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
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Qianyi Chen, Tianrun Gao, Chenbo Jiang, and Tailin Wu. "EqCollide: Equivariant and Collision-Aware Deformable Objects Neural Simulator. " arXiv preprint arXiv:2506.05797. (2025)
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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)
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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)
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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)
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Qianyi Chen, Jiannong Cao, and Yong Xia. "Physics-enhanced PCA for Data Compression in Edge Devices." IEEE Transactions on Green Communications and Networking. (2022)
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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)
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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).
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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)
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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)
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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.
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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.
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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).
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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.
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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
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
( 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