陳宏田,男。本碩就讀於南京師範大學;2019年6月畢業於南京航空航天大學,獲工學博士學位。2018年2月-8月為德國University of Duisburg-Essen的AKS研究所訪問學者。2019年-2023年為加拿大University of Alberta博士後研究員。2023年2月為上海交通大學自動化系副教授。致力於數據驅動故障診斷研究及其在智慧型交通、電氣系統、化工過程等領域套用。
基本介紹
人物經歷
- 2008-2012,南京師範大學獲得本科學位
- 2013-2015,南京師範大學獲得碩士學位
- 2015-2019,南京航空航天大學獲得博士學位
- 2018.2-2018.8,德國University of Duisburg-Essen訪問學者
- 2019-2023,加拿大University of Alberta
- 2023-至今 上海交通大學自動化系副教授
研究方向
- 故障診斷與容錯控制
- 數據驅動技術、可解釋性人工智慧技術
- 系統辨識與最佳化
- 高速列車
- 海陸空系統
所獲榮譽
- 2018 群星創新大獎
- 2018 臨近空間杯一等獎
- 2019 工信部創新特等獎
- 2020 中國自動化學會優秀博士論文
- 2020 江蘇省優秀博士論文
- 2022 IEEE RCAE傑出青年科學家
學術兼職
- IEEE Transactions on Instrumentation & Measurement,編委
- IEEE Transactions on Neural Networks and Learning Systems,客座編委
- IEEE Transactions on Artificial Intelligence,客座編委
- Control Engineering Practice,客座編委
- 5th ICRCAE大會,組織主席
- IEEE工業電子學會“基於數據的控制與監測”技術委員會,秘書
科研項目
- IEEE工業電子學會“基於數據的控制與監測”技術委員會,秘書
- 上海交通大學回國人員科研啟動經費項目,80W
- 能源化工過程智慧型製造教育部重點實驗室開放課題
- 國家自然科學基金:高速列車信息控制系統微小和複合故障的實時診斷理論與預測方法,310W
- 加拿大自然科學基金探索項目:Robust Process Identification with Dynamic Feature Analysis
國際專著
- Hongtian Chen, Bin Jiang, Ningyun Lu, and Wen Chen. Data-driven Detection and Diagnosis of Faults in Traction Systems of High-speed Trains. Springer Nature, 2020.
代表作
- Hongtian Chen and Bin Jiang. A review of fault detection and diagnosis for the traction system in high-speed trains. IEEE Transactions on Intelligent Transportation Systems, 2020, 21(2): 450-465. (高被引論文,SCI綜述,JCR一區)
- Hongtian Chen, Bin Jiang, Steven X. Ding, and Biao Huang. Data-driven fault diagnosis for traction systems in high-speed trains: A survey, challenges, and perspectives. IEEE Transactions on Intelligent Transportation Systems, 2020, doi.10.1109/TITS.2020.3029946. (SCI綜述,JCR一區)
- Hongtian Chen, Zheng Chai, Bin Jiang, and Biao Huang. Data-driven fault detection for dynamic systems with performance degradation: A unified transfer learning framework. IEEE Transactions on Instrumentation and Measurement, 2020, doi.10.1109/TIM.2020.3033943. (SCI長文,JCR一區)
- Hongtian Chen, Bin Jiang, Ningyun Lu, and Zehui Mao. Deep PCA based real-time incipient fault detection and diagnosis methodology for electrical drive in high-speed trains. IEEE Transactions on Vehicular Technology, 2018, 67(6): 4819-4830. (SCI長文,JCR一區)
- Hongtian Chen, Bin Jiang, Wen Chen, and Hui Yi. Data-driven detection and diagnosis of incipient faults in electrical drives of high-speed trains. IEEE Transactions on Industrial Electronics, 2018, 66(6), 4716-4725. (SCI長文,JCR一區)
- Hongtian Chen, Bin Jiang, Steven X. Ding, Ningyun Lu, and Wen Chen. Probabilityrelevant incipient fault detection and diagnosis methodology with applications to electric drive systems. IEEE Transactions on Control Systems Technology, 2018, 27(6), 2766-2773. (SCI短文,JCR一區)
- Hongtian Chen, Bin Jiang, and Ningyun Lu. A newly robust fault detection and diagnosis method for high-speed trains. IEEE Transactions on Intelligent Transportation Systems, 2018, 20(6), 2198-2208. (SCI長文,JCR一區)
- Hongtian Chen, Bin Jiang, and Steven X. Ding. A broad learning aided data-driven framework of fast fault diagnosis for high-speed trains. IEEE Intelligent Transportation Systems Magazine, 2019, doi.10.1109/MITS.2019.2907629. (SCI短文,JCR一區)
- Hongtian Chen, Hui Yi, Bin Jiang, Kai Zhang, and Zhiwen Chen. Data-driven detection of hot spots in photovoltaic energy systems. IEEE Transactions on Systems, Man and Cybernetics: Systems, 2019, 49(8), 1731-1738. (SCI長文,JCR一區)
- Hongtian Chen, Bin Jiang, Wen Chen, and Ziheng Li. Edge computing aided framework of fault detection for traction control systems in high-speed trains. IEEE Transactions on Vehicular Technology, 2019, 69(2): 13091318. (SCI長文,JCR一區)
