个人简介
教育经历
1998.9-2002.6 哈尔滨工业大学自动化专业学士学位
2002.9-2005.3 东北大学信息科学与工程学院电力电子与电力传动硕士学位
2006.3-2009.1东北大学信息科学与工程学院控制理论与控制工程专业博士学位
工作经历
2005.3-2009.1 东北大学信息科学与工程学院助教
2009.1-2011.12 东北大学信息科学与工程学院讲师
2012.1-2017.12 东北大学信息科学与工程学院副教授
2018.1-至今东北大学信息科学与工程学院教授博士生导师
研究领域
工业智能;智能机器人;电气系统监测与控制;电磁无损检测技术等
近期论文
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1.Ren Yifu, Liu Jinhai*, Wang Qiannan, Zhuang Huaguang. HSELL-Net: A Heterogeneous Sample Enhancement Network with Lifelong Learning under Industrial Small Samples. IEEE Transactions on Cybernetics.53(2):793-805, 2023
2.Jinhai Liu,Xiangkai Shen, Jianfeng Wang, Lin Jiang,Huaguang Zhang.An Intelligent Defect Detection Approach Based on Cascade Attention Network under Complex Magnetic Flux Leakage Signals. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS. 70(7):7417-7427, 2023
3.Ren Yifu, Liu Jinhai*, Wang Qiannan, Zhuang Huaguang. HSELL-Net: A Heterogeneous Sample Enhancement Network with Lifelong Learning under Industrial Small Samples. IEEE Transactions on Cybernetics.53(2):793-805, 2023
4.Ren yifu,Liu Jinhai*,Wang Jianfeng,zhang huaguang.TBDA-Net: A Task-based Bias Domain Adaptation Network under Industrial Small Samples.IEEE Transactions on Industrial Informatics18(9):6109-6119,2022
5.Yifu Ren; Jinhai Liu; Huaguang Zhang; Wei Wang. TDDA-Net: A Transitive Distant Domain Adaptation Network for Industrial Sample Enhancement. Information Sciences,Volume 606, August 2022, Pages 927-944
6.Fuming Qu, Jinhai Liu*,Hongfei Zhu, Huaguang Zhang. A Data-Driven Interpretable Method Based on Reversely-Built FIS and Its Applications in Measurement. IEEE Transactions on Instrumentation and Measurement. vol. 70, pp. 1-10, 2021, Art no. 2506110.
7.Jinhai Liu*, Yifu Ren. A General Transfer Framework based on Industrial Process Fault Diagnosis under Small Samples. IEEE Transactions on Industrial Informatics. 17(9):6073 – 6083, 2021
8.Mingrui Fu, Jinhai Liu*, Huaguang Zhang, Senxiang Lu. Multi-sensor Fusion for MFL Defect Characterization Under Information Incompletion. IEEE Transactions on Industrial Electronics, 68(5):4382 – 4392, 2021
9.Fuming Qu, Jinhai Liu*,Xiaoyuan Liu, Lin Jiang. A Multi-fault Detection Method with Improved Triplet Loss Based on Hard Sample Mining. IEEE Transactions on Sustainable Energy,12(1):127-137,2021.
10.Mingrui Fu, Jinhai Liu*, Dong Zang, Senxiang Lu. Anomaly Detection of Complex MFL Measurements Using Low-rank Recovery in Pipeline Transportation Inspection. IEEE Transactions on Instrumentation and Measurement (2020) 69(9) 6776 - 6786.