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FACULTY
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Chen, Gang
Positional Title: Associated Professor
Email: gangchen *AT* scut.edu.cn
Working For: Shien-Ming Wu School of Intelligent Engineering
Zip Code: 510640
Graduated School: University of California, Davis
Office: D1-a508
Final Degree: Ph.D.
Telephone:
Mentor Type:
Personal profile
Gang Chen, PhD, is an associate professor at the Shien-Ming Wu School of Intelligent Engineering, South China University of Technology. In 2012 and 2015, he received his undergraduate and master's degrees from Shanghai Jiaotong University, respectively, and in 2020, he received his Ph.D. from the University of California, Davis.
His research areas include control theory, formal methods, and machine learning. Specifically, it includes the design, simulation, verification and condition monitoring of cyber-physical systems, and the control of intelligent systems based on formal methods. Click here for personal Google Scholar.
Students who are passionate about automation, mathematics, machinery, and computer science are welcome to apply for doctoral and master's degree programs. Undergraduate students are welcome to participate in research training. Welcome to contact us by email!
Work Experience
2020 -2021 School of Electrical and Electronic Engineering Nanyang Technological University, Research Fellow.
2021- Present, Associate Professor, Shien-Ming Wu School of Intelligent Engineering, South China University of Technology, Guangzhou, China.
Education
2008-2012 B. Sc., Shanghai Jiao Tong University, School of Mechanical Engineering
2012-2015 M.Eng., Shanghai Jiao Tong University, School of Mechanical Engineering
2015-2020 Ph.D., University of California, Davis, Department of Mechanical Engineering and Aerospace Engineering
Research Interest
Cyber-physical system design, simulation and verification; formal methods and interpretable fault diagnosis; machine learning and control theory.
Research projects
Courses
An Introduction to Machine Learning
Smart Factory
Modern Control Theory
Selected Publications
2022
[1].Gang Chen, Yu Lu and Rong Su, Interpretable fault diagnosis with shapelet temporal logic: theory and application, Automatica, 2022.
[2].Gang Chen, Timed failure propagation graph construction with supremal language guided tree-LSTM and its application to interpretable fault diagnosis, Applied Intelligence, 2022.
[3].Gang Chen, Peng Wei, Huiming Jiang, and Mei Liu, Formal language generation for fault diagnosis with spectral logic via adversarial training, IEEE Transactions on Industrial Informatics , 18(1), pp.119-129, 2022.
2021
[4].Gang Chen, Peng Wei, and Mei Liu, Temporal logic inference for fault detection of switched systems with gaussian process dynamics, IEEE Transactions on Automation Science and Engineering ,19(3),pp.2187 – 2202, 2021.
[5].Gang Chen, Mei Liu, and Zhaodan Kong, Temporal-logic-based semantic fault diagnosis with time-series data from industrial internet of things, IEEE Transactions on Industrial Electronics,68(5), pp.4393-403, 2021.
[6]. Gang Chen, Xinfan Lin, Zhaodan Kong, Data-driven real-valued timed-failure-propagation-graph refinement for complex system fault diagnosis, IEEE Control Systems Letters, 5 (3), pp.1049-1054, 2021.
2020
[7].Gang Chen, Mei Liu, and Jin Chen, Frequency-temporal-logic-based bearing fault diagnosis and fault interpretation using Bayesian optimization with Bayesian neural networks, Mechanical Systems and Signal Processing.106951, 2020.
[8]. Mei Liu, Xingjian Jing, Gang Chen, Necessary and sufficient conditions for lossless negative imaginary systems, Journal of the Franklin Institute, 357 (4), pp.2330-2353, 2020.
2019
[9]. April L Teske, Gang Chen, Christian Nansen, Zhaodan Kong, Optimised dispensing of predatory mites by multirotor UAVs in wind: A distribution pattern modelling approach for precision pest management, Biosystems Engineering, 187, pp.226-238,2019.
2018 and before
[10].Gang Chen, Jin Chen, A novel wrapper method for feature selection and its applications, Neurocomputing, 159, pp.219-226, 2015.
[11].Gang Chen, Bo Zhang, Pinkuan Liu and Han Ding, An adaptive analog circuit for LVDT’s nanometer measurement without losing sensitivity and rang, IEEE Sensors Journal, 15(4), pp. 2248–2254,2015.
[12].Gang Chen, Jin Chen, G.M. Dong, and H.M. Jiang, An adaptive non-parametric short-time Fourier transform: application to echolocation, Applied Acoustics, 87, pp. 131-141, 2015.
[13].Gang Chen, Jin Chen, and G.M. Dong, Chirplet Wigner–Ville distribution for time–frequency representation and its application, Mechanical Systems and Signal Processing, 41, pp. 1-13, 2013.
[14].Huiming Jiang, Jin Chen, Guangming Dong, Tao Liu, Gang Chen, Study on Hankel matrix-based SVD and its application in rolling element bearing fault diagnosis. Mechanical systems and signal processing, 52, pp.338-359,2015.
