Robust Nonlinear Predictive Control Based on Polytopic Description Systems
-
摘要: 针对一类具有持续有界扰动的离散时间非线性系统, 提出一种基于多面体描述系统的鲁棒非线性模型预测控制策略. 首先利用泰勒级数构造多面体描述系统包裹原系统. 其次, 对该多面体描述系统构造鲁棒终端不变集和仿射输入型预测控制律. 进一步, 利用离散系统的输入状态实际稳定性(Input-to-state practical stability, ISpS)概念证明了闭环系统的鲁棒稳定性. 最后, 通过仿真验证了本结果的有效性.Abstract: This paper presents a robust nonlinear model predictive control (NMPC) scheme based on polytopic description systems for discrete-time systems with bounded persistent disturbances. Firstly, after the nonlinear system is linearized through Taylor series, the polytoptic description system is constructed to include initial system. Secondly, polytopic invariance and predictive control law with affine input are constructed on the polytopic description system. Then, robust stability of the controlled system with the mentioned scheme is achieved by the notion of the input-to-state practical stability (ISpS) for discrete-time system. Numerical simulation demonstrates effectiveness of the proposed scheme.
-
[1] Qin S J, Badgwell T A. A survey of industrial model predictive control technology. Control Engineering Practice, 2003, 11(7): 733-764[2] Chen Hong, Liu Zhi-Yuan, Xie Xiao-Hua. Nonlinear model predictive control: the state and open problems. Control and Decision, 2001, 16(4): 385-391 (陈虹, 刘志远, 解小华. 非线性模型预测控制的现状与问题. 控制与决策, 2001, 16(4): 385-391)[3] Mayne D Q, Rawlings J B, Rao C V, Scokaert P O M. Constrained model predictive control: stability and optimality. Automatica, 2000, 36(6): 789-814[4] Ulbig A, Olaru S, Dumur D, Boucher P. Explicit nonlinear predictive control for a magnetic levitation system. Asian Journal of Control, 2010, 12(3): 434-442[5] Kothare M V, Balakrishnan V, Morari M. Robust constrained model predictive control using linear matrix inequalities. Automatica, 1996, 32(10): 1361-1379[6] Angeli D, Casavola A, Mosca E. Constrained predictive control of nonlinear plants via polytopic linear system embedding. International Journal of Robust and Nonlinear Control, 2000, 10(13): 1091-1103[7] Goulart P J, Kerrigan E C, Maciejowski J M. Optimization over state feedback policies for robust control with constraints. Automatica, 2006, 42(4): 523-533[8] Bacic M, Cannon M, Kouvaritakis B. Constrained NMPC via state-space partitioning for input-affine non-linear systems. In: Proceedings of the 2003 American Control Conference. Denver, Colorado, United States: IEEE, 2003. 4-6[9] Bhm C, Yu S Y, Allgwer F. Predictive control for constrained discrete-time periodic systems using a time-varying terminal region. In: Proceedings of the 2009 Conference of Methods and Models in Automation and Robotics. Poland, 2009. 1-10[10] Zou Zhi-Qiang, Xu Li-Hong, Yuan Meng. A nonlinear model predictive control based on polytopic description system. Journal of Tongji University (Natural Science), 2006, 34(6): 813-817 (邹志强, 徐立鸿, 袁梦. 一种基于多面体描述系统的非线性预测控制. 同济大学学报 (自然科学版), 2006, 34(6): 813-817)[11] Zhao Min, Li Shao-Yuan. Dual-mode predictive control of constrained nonlinear systems via linear differential inclusion. In: Proceedings of the 26th Chinese Control Conference. Zhangjiajie, China, 2007. 26-31 (赵敏, 李少远. 基于线性微分包含的约束非线性系统双模预测控制. 第26届中国控制会议. 张家界, 中国, 2007. 26-31)[12] Sontag E D, Wang Y. New characterization of input-to-state stability. IEEE Transactions on Automatic Control, 1996, 38(11): 1623-1633[13] Limon D, Alamo T, Salas F, Camacho E F. Input to state stability of min-max MPC controllers for nonlinear systems with bounded uncertainties. Automatica, 2006, 42(5): 797-803[14] Magni L, Raimondo D M, Scattolini R. Regional input-to-state stability for nonlinear model predictive control. IEEE Transactions on Automatic Control, 2006, 51(9): 1548-1553[15] Lazar M, de la Pea D, Heemels W P M H, Alamo T. On input-to-state stability of min-max nonlinear model predictive control. Systems and Control Letters, 2008, 57(1): 39-48[16] Kouvaritakis B, Rossiter J A, Schuurmans J. Efficient robust predictive control. IEEE Transactions on Automatic Control, 2000, 45(8): 1545-1549[17] He De-Feng, Ji Hai-Bo, Zheng Tao. Nonlinear H∞ robust predictive control with bounded persistent disturbances. Acta Automatica Sinica, 2008, 34(2): 215-219 (何德峰, 季海波, 郑涛. 持续有界扰动下的非线性H∞鲁棒预测控制. 自动化学报, 2008, 34(2): 215-219)[18] Kouvaritakis B, Li S, Cannon M. A line search improvement of efficient MPC. Automatica, 2010, 46(11): 1920-1924[19] Magni L, de Nicolao G, Scattolini R, Allgwer F. Robust model predictive control for nonlinear discrete-time systems. International Journal of Robust and Nonlinear Control, 2003, 13(3-4): 229-246
点击查看大图
计量
- 文章访问数: 1525
- HTML全文浏览量: 66
- PDF下载量: 874
- 被引次数: 0