师资队伍

Faculty
  • |

    陈刚 Chen, Gang

    • 职称:副教授

    • 邮箱:gangchen@scut.edu.cn

    • 工作单位:吴贤铭智能工程学院

    • 邮政编码:510640

    • 毕业院校:加州大学戴维斯分校,机械与航天工程系

    • 办公室:D1-a508

    • 最后学位:工学博士

    • 办公电话:

    • 导师类别:

个人简介  

陈刚,博士,华南理工大学吴贤铭智能工程学院副教授。2012年和2015年分别在上海交通大学获得本科和硕士学位,2020年在加州大学戴维斯分校获得博士学位。研究领域包括控制理论,形式化方法,与机器学习。具体包括信息物理系统的设计,仿真,验证与状态监测,及基于形式化方法的智能系统控制。个人学术主页点这里

欢迎自动化类、数学类、机械类,计算机类有科研热情的同学申请博士、硕士研究生,欢迎本科生来组参加科研训练,欢迎邮件联系!

工作经历  

  • 2020-2021年  新加坡南洋理工电气与电子工程学院,博士后

  • 2021-至今,华南理工大学,吴贤铭智能工程学院,副教授

教育经历  

  • 2008-2012年 ,上海交通大学机械与动力工程学院 ,本科

  • 2012-2015年 ,上海交通大学机械与动力工程学院 ,硕士

  • 2015-2020年 , 加州大学戴维斯分校机械与航天工程系 , 博士

研究领域  

  • 信息物理系统设计、仿真与验证; 形式化方法与可解释故障诊断;机器学习与控制理论。

科研项目  

主讲课程  

  • 机器学习简介

  • 智能工厂

  • 现代控制理论

代表论文  

2022年

  • [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年

  • [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年

  • [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年

  • [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年以前

  • [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.

研究专利  

  • [1].莫锦秋,陈刚,王晓骎,金川,史敏,陈斌.'钢珠分拣机器人', 2015-05-20, 中国,CN103506325A.