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刘磊
2016-11-08 16:49     (点击: )

刘磊,博士,讲师,硕士生导师,2010年毕业于辽宁工业大学,获理学学士学位;2013年毕业于辽宁工业大学,获理学硕士学位;2017年毕业于东北大学,获工学博士学位。目前为中国自动化学会会员、中国人工智能学会科普工作委员会委员、International Neural Network Society会员。

 

研究方向:神经网络控制、模糊控制、容错控制及其应用。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。作为主要成员参与国家自然科学基金2项。获得辽宁省“百千万人才工程”万人层次人选。在IEEE Trans.系列汇刊等期刊上发表学术论文20余篇。

 

邮箱:liuleill@live.cn

 

十篇代表作:

1. 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, to be published, DOI: 10.1109/TSMC.2018.2841063, 2018.

 

2. 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.

 

3. 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, to be published, DOI:10.1109/TCYB.2018.2828308, 2018.

 

4. 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, 2017, in press, DOI: 10.1109/TFUZZ.2017.2717801.

 

5. 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, 2016, 25(3), 527-542.

 

6. 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, 201714(1), 299-313.

 

7. 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, 2017, 29(4), 1239-1251.

 

8. Zhanshan Wang, Lei Liu, Qihe Shan, and Huaguang Zhang. “Stability criteria for recurrent neural networks with time-varying delay based on secondary delay partitioning method”, IEEE Transactions on Neural Networks and Learning Systems, 2015, 26(10), 2589-2595.

 

9. Zhanshan Wang, Lei Liu, Huaguang Zhang, and Geyang Xiao, "Fault-tolerant controller design for a class of nonlinear MIMO discrete-time systems via online reinforcement learning algorithm", IEEE Transactions on Systems, Man and Cybernetics: Systems, 2016, 46(5), 611-622.

 

10. Zhanshan Wang, Lei Liu, and Huaguang Zhang, “Neural network based model-free adaptive fault tolerant control for discrete-time nonlinear systems with sensor fault”, IEEE Transactions on Systems, Man and Cybernetics: Systems, 2017, 47(8), 2351-2362.


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