刘磊,博士,副教授,硕士生导师,2017年毕业于东北大学,获工学博士学位,2019年入选辽宁省“兴辽英才计划”青年拔尖人才。2018年获中国自动化学会优秀博士学位论文。获国际会议2018 DDCLS最佳论文提名奖,获国际会议2017 ICCSS的最佳学生论文奖。现为International Neural Network Society(国际神经网络学会)会员、Asia Pacific Neural Network Society(亚太神经网络学会)会员、中国自动化学会会员、中国人工智能学会、中国指挥与控制学会会员,国际会议2019 IEEE SSCI分会主席,国际会议2019 ISNN程序委员会委员,辽宁省“百千万人才工程”万人层次人选。2018年获东北大学优秀博士学位论文奖。2015年获“沈阳市优秀研究生”称号。先后主持国家自然科学基金青年基金项目1项,辽宁省教育厅重点项目1项,教育部中央高校基本科研业务费1项。发表SCI检索论文30余篇,其中,在IEEE Trans.系列汇刊上发表(含录用)论文16篇,高被引论文3篇。主要研究方向是神经网络控制、容错控制及其应用。
邮箱:liuleill@live.cn。
代表性论文
1. Lei Liu, Yan-Jun Liu*, Dapeng Li, Shaocheng Tong, and Zhanshan Wang "Barrier Lyapunov function based adaptive fuzzy FTC for switched systems and its applications to resistance inductance capacitance circuit system", IEEE Transactions on Cybernetics, 2019, in press, DOI: 10.1109/TCYB.2019.2931770.
2. Lei Liu, Yan-Jun Liu*, and Shaocheng Tong. "Neural networks-based adaptive finite-time fault-tolerant control for a class of strict-feedback switched nonlinear systems," IEEE Transactions on Cybernetics, 2019, 49(7), 2536-2545.
3. Lei Liu, Yan-Jun Liu*, and Shaocheng Tong, "Fuzzy based multi-error constraint control for switched nonlinear systems and its applications", IEEE Transactions on Fuzzy Systems, 2019, 27(8), 1519-1531.
4. Lei Liu, Zhanshan Wang*, Xianshuang Yao, and Huaguang Zhang, "Echo state networks-based data-driven adaptive fault tolerant control with its application to electromechanical system", IEEE/ASME Transactions on Mechatronics, 2018, 23(3), 1372-1382.
5. Lei Liu, Zhanshan Wang*, and Huaguang Zhang, "Data-based adaptive fault estimation and fault tolerant control for MIMO model-free systems using generalized fuzzy hyperbolic model", IEEE Transactions on Fuzzy Systems, 2018, 26(6), 3191-3205.
6. Lei Liu, Zhanshan Wang*, and Huaguang Zhang, "Neural-network-based robust optimal tracking control for MIMO discrete-time systems with unknown uncertainty using adaptive critic design", IEEE Transactions on Neural Networks and Learning Systems, 2018, 29(4), 1239-1251.
7. Lei Liu, Zhanshan Wang*, and Huaguang Zhang, "Adaptive fault-tolerant tracking control for MIMO discrete-time systems via reinforcement learning algorithm with less learning parameters", IEEE Transactions on Automation Science and Engineering, 2017, 14(1), 299-313.
8. Lei Liu, Zhanshan Wang*, Zhanjun Huang, and Huaguang Zhang, "Adaptive predefined performance control for MIMO systems with unknown direction via generalized fuzzy hyperbolic model", IEEE Transactions on Fuzzy Systems, 2017, 25(3), 527-542.
9. Lei Liu, and Li Tang*, "Partial state constraints-based control for nonlinear systems with backlash-like hysteresis", IEEE Transactions on Systems, Man and Cybernetics: Systems, 2018, in press, DOI: 10.1109/TSMC.2018.2841063.
10. Lei Liu* and Xiangsheng Li, "Event-triggered tracking control for active seat suspension systems with time-varying full state constraints", IEEE Transactions on Systems, Man, and Cybernetics: Systems, DOI: 10.1109/TSMC.2020.30033 68, 2020.