数据驱动控制理论与应用

数据驱动控制理论与应用

Data Driven Control Theory


数据驱动控制理论及应用


Some Survey Papers on the Data Driven Control Theory

  1. 侯忠生, Jian-Xin Xu, 数据驱动控制理论及方法的回顾和展望, 自动化学报, 35(6), pp650-667, 2009

  2. Jian-Xin Xu, 侯忠生, Notes on Data-driven System Approaches, 自动化学报, 35(6), pp668-675, 2009

  3. Zhongsheng Hou and Zhuo Wang, From Model Based Control to Data Driven Control: Survey, Classification and Perspective, Information Sciences, 235(20), pp3-35, 2013

  4. Zhongsheng Hou, Ronghu Chi and Huijun Gao, An Overview of Dynamic-Linearization-Based Data-driven Control and Applications, IEEE Transactions on Industrial Electrnoics, Accept as Regular Paper


Recent Works on the Unitied Framework of the Data Driven Control

  1. Zhongsheng Hou and Yuanming Zhu, Controller-Dynamic-Linearization Based Model Free Adaptive Control for Discrete-Time Nonlinear Systems, IEEE Transactions on Industrial Informatics, 9(4), pp2301-2309, 2013. [Regular Paper]

  2. Yuanming Zhu and Zhongsheng Hou, Data driven MFAC for a class of discrete time nonlinear systems with RBFNN, IEEE Transactions on Neural Networks and Learning Systems,25(5), pp1013-1020, 2014

  3. Yuanming Zhu and Zhongsheng Hou, Controller Compact Form Dynamic Linearization Based Model Free Adaptive Control, The 51st IEEE Conference on Decision and Control,December 10-13, 2012, the Grand Wailea, Maui, Hawaii

  4. Zhu and Hou, Controller dynamic linearisation-based model-free adaptive control framework for a class of non-linear system,IET CTA, 9 (7), pp1162-1172, 2015

  5. Zhu, Hou, Qian and Du, Dual RBFNNs based Model-Free Adaptive Control with Aspen HYSYS Simulation, IEEE Transactions on Neural Networks and Learning Systems, 10.1109/TNNLS.2016.2522098


Some Works on the Data Driven Control under BIG DATA

  1. Yongqiang Li, Zhongsheng Hou, Data-Driven Asymptotic Stabilization for Discrete-Time Nonlinear Systems, Systems & Control Letters, 64, 79-85, 2014

  2. Yongqiang Li and Zhongsheng Hou, Data-Driven Optimal Stabilization for Discrete-Time Nonlinear Systems by Approximate Value Iteration, The 53rd IEEE Conference on Decision and Control, Los Angeles, California, USA, December 15-17, 2014

  3. Yongqiang Li, Zhongsheng Hou, Yuanjing Feng and Ronghu Chi, Data-Driven Approximate Value Iteration with Analysis of Optimality Error Bound, Automatica, Accept as Brief Paper