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
• Chen, Qianyi, Cao, Jiannong, and Lin, Wanyu, Zhu, Songye , and Wang, Sumei. "Predicting Dynamic Responses of Continuous Deformable Bodies: A Graph-Based Learning Approach." Computer Methods in Applied Mechanics and Engineering (2023).
• Chen, Qianyi, 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)
• Chen, Qianyi, Cao, Jiannong, and Xia, Yong. "Physics-enhanced PCA for Data Compression in Edge Devices." IEEE Transactions on Green Communications and Networking (2022).
• Chen, Qianyi, Cao, Jiannong, Yang Yu, Lin, Wanyu, Wang, Sumei, and Wang, Youwu “Multi-stage Graph Convolutional Network with Spatial Attention for Multivariate Time Series Imputation.” IEEE Transactions on Neural Networks and Learning Systems (Under Review)
• WANG, Xiaoyou, Wu, Wanglin, Du, Yao, Cao, Jian-nong, Chen, Qianyi, and Xia, Yong. “Wireless IoT Monitoring System in Hong Kong–Zhuhai–Macao Bridge and Edge Computing for Anomaly Detection.” IEEE Internet of Things Journal (2023).
• Yang, Yanni, Xu, Huafeng, Chen, Qianyi, Cao, Jiannong, Wang Yanwen. "Multi-Vib: Precise Multi-point Vibration Monitoring Using mmWave Radar. " Proceedings of Interactice Mobile Wearables and Ubiquitous Technology. (IMWUT 2022)
• Zhang, Mingjin, Cao, Jiannong, Sahni, Yuvraj, Chen, Qianyi, Jiang, Shan, and Yang, Lei. "Blockchain-based collaborative edge intelligence for trustworthy and real-time video surveillance." IEEE Transactions on Industrial Informatics (2022).
• Zhang, Mingjin, Cao, Jiannong, Sahni, Yuvraj, Chen, Qianyi, Jiang, Shan, and Wu, Tao. "Eaas: A service-oriented edge computing framework towards distributed intelligence." 2022 IEEE International Conference on Service-Oriented System Engineering (SOSE). IEEE, 2022.
• Chen, Qianyi, Yun, Chung Bang, and Duan, Yuanfeng. "Cable Damage Identification of Tied-Arch Bridge Using Convolutional Neural Network." EASEC16. Springer, Singapore, 2021. 77-84.
• Duan, Yuanfeng, Chen, Qianyi, Zhang, Hongmei, Yun, Chung Bang, Wu, Sikai, and Zhu, Qi. "CNN-based damage identification method of tied-arch bridge using spatial-spectral information." Smart Struct. Syst 23.5 (2019): 507-520.
• TIAN Zhanghua, ZHANG haidong, LUO Yun, DUAN Yuanfeng, ZHOU Chaobo, CHEN Qianyi. “Elasto-magnetic Effect Based Total Stress Monitoring of Screw-thread Steel.” [J]. Structural Engineers,2017,33(04):111-116.
• Yuanfeng Duan, Qianyi Chen, Chung Bang Yun, Hongmei Zhang. "Space-Frequency Information Based CNN Method for Damage Detection of Arch Bridges" [C]. SHII-9, 2019
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