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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

• 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

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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