期刊文献+

基于鲁棒一步集的Tube不变集鲁棒模型预测控制 被引量:4

Robust MPC with Tube Invariant Set Based on Robust One-step Set
下载PDF
导出
摘要 针对一类干扰有界的输入和状态受约束线性离散系统,提出了一种基于鲁棒一步集的Tube不变集鲁棒模型预测控制方法.首先采用多面体不变集离线设计方法得到基于多面体不变集序列的扩展终端约束集;然后为了扩大鲁棒模型预测控制的初始状态允许区域,并提高系统的鲁棒性,在扩展终端约束集的基础上,通过引入鲁棒一步集并借助Tube不变集控制策略,设计了基于鲁棒一步集的鲁棒模型预测控制方法,并给出了算法的存在性和稳定性证明.该方法不仅极大地扩大了初始状态允许区域,而且对有界干扰具有有效的抑制作用,使得受扰系统收敛到以原点为中心的最小鲁棒正不变集内.最后仿真验证了算法的有效性. A robust MPC with Tube invariant set based on robust one-step set is proposed for a constrained discretetime uncertain linear system with bounded unknown state disturbance. Firstly, the enlarged terminal constraint region is obtained ofltine by a continuum of polytopic invariant sets. In order to enlarge the region of initial state admissible set and improve the robustness of this method, robust one-step set and Tube invariant set are used for designing the robust model predictive controller. The stability and the theorem of existence of this method are also proved. This algorithm not only enlarges the region of initial state admissible set greatly, but also restrains the state disturbance effectively. And the system states could be drived into the minimal robust positively invariant set around the origin. The simulation results prove the availability of the proposed method.
出处 《自动化学报》 EI CSCD 北大核心 2014年第7期1404-1411,共8页 Acta Automatica Sinica
基金 国家自然科学基金(61203007)资助~~
关键词 鲁棒模型预测控制 鲁棒一步集 Tube不变集 最小鲁棒正不变集 Robust MPC robust one-step set Tube invariant set minimal robust positively invariant set
  • 相关文献

参考文献20

  • 1Mayne D Q, Rawlings J B, Rao C V, Scokaert P O M. Constrained model predictive control: stability and optimality. Automatica, 2000, 36(4): 789-814.
  • 2Artsteina Z, Rakovi? S V. Feedback and invariance under uncertainty via set-iterates. Automatica, 2008, 44(2): 520-525.
  • 3席裕庚,李德伟.预测控制定性综合理论的基本思路和研究现状[J].自动化学报,2008,34(10):1225-1234. 被引量:113
  • 4Cannon M, Deshmukh V, Kouvaritakis B. Nonlinear model predictive control with polytopic invariant sets. Automatica, 2003, 39(8): 1487-1494.
  • 5Cannon M, Kouvaritakis B, Desshmukh V. Enlargement of polytopic terminal region in NMPC by interpolation and partial invariance. Automatica, 2004, 40(2): 311-317.
  • 6Pluymers B, Kothare M V, Suykens J A K, De Moor B. Robust synthesis of constrained linear state feedback using LMIs and polyhedral invariant sets. In: Proceedings of the American Control Conference. Minneapolis, MN: IEEE, 2006. 881-886.
  • 7席裕庚,朱红林,李德伟.基于多面体不变集的离线鲁棒预测控制器综合[J].控制与决策,2009,24(2):187-190. 被引量:13
  • 8Wan Z Y, Kothare M V. Efficient robust constrained model predictive control with a time varying terminal constraint set. System & Control Letters, 2003, 48(5): 375-383.
  • 9Wan Z Y, Pluymers B, Kothare M V, De Moor B. Comments on: "Efficient robust constrained model predictive control with a time varying terminal constraint set" by Wan and Kothare. System & Control Letters, 2006, 55(7): 618-621.
  • 10Mayne D Q, Seron M M, Rakovi? S V. Robust model predictive control of constrained linear systems with bounded disturbances. Automatica, 2005, 41(2): 219-224.

二级参考文献98

  • 1刘斌,席裕庚.基于集结策略的非线性稳定预测控制器[J].控制与决策,2004,19(11):1232-1236. 被引量:1
  • 2丁宝苍,杨鹏,孙鹤旭,董砚.离线鲁棒预测控制器综合方法的改进方案[J].控制与决策,2005,20(3):312-315. 被引量:10
  • 3李德伟,席裕庚,秦辉.预测控制等效集结优化策略的研究[J].自动化学报,2007,33(3):302-308. 被引量:15
  • 4Blanchini F. Set invariance in control[J]. Automatica, 1999, 35(11) .. 1747-1767.
  • 5Kothare M V, Balakrishnan V, Morari M. Robust constrained model predictive control using linear matrix inequalities[J]. Automatica, 1996, 32(11):1361-1379.
  • 6Wan Z Y, Kothare M V. Robust output feedback model predictive control using off-line linear matrix inequalities[J]. J of Process Control, 2000, 12(5):763-774.
  • 7Wan Z Y, Kothare M V. An efficient off-line formulation of robust model predictive control using linear matrix inequalities[J]. Automatiea, 2003, 39(6) : 837-846.
  • 8Pluymers B, Rossiter J A, Suykens J A K, et al. The efficient computation of polyhedral invariant sets for linear systems with polytopic uncertainty [C]. Proe of the American Control Conference. Portland, 2005: 804- 809.
  • 9Lee Y I, Kouvaritakis B. Robust receding horizon predictive control for systems with uncertain dynamics and input saturation[J]. Automatica, 2000, 36 (10) : 1497-1504.
  • 10Lee Y I, Kouvaritakis B. A linear programming approachto constrained robust predictive control [J]. IEEE Trans on Automatic Control, 2000, 45(9): 1765- 1770.

共引文献122

同被引文献57

  • 1Engell S. Feedback control for optimal process operation[J]. J of Process Control, 2007, 17(3): 203-219.
  • 2Rawlings James B, Angeli David, Bates Cuyler N. Fundamentals of economic model predictive control[C]. The 51st IEEE Conf on Decision and Control. Hawaii: IEEE, 2012: 3851-3861.
  • 3Angeli David, Amrit Rishi, Rawlings James B. Receding horizon cost optimization for overly constrained nonlinear plants[C]. Proc of the 48h IEEE Conf on Decision and Control. Shanghai: IEEE, 2009: 7972-7977.
  • 4Chen Xianzhong, Heidarinejad Mohsen, Liu Jinfeng, et al. Distributed economic MPC: Application to a nonlinear chemical process network[J]. J of Process Control, 2012, 22(4): 689-699.
  • 5Müller Matthias A, Angeli David, Allgower Frank. Economic model predictive control with self-tuning terminal cost[J]. European J of Control, 2013, 19(5): 408-416.
  • 6Diehl Moritz, Amrit Rishi, Rawlings James B. A Lyapunov function for economic optimizing model predictive control[J]. IEEE Trans on Automatic Control, 2011, 56(3): 703-707.
  • 7Ajit Gopalakrishnan, Biegler Lorenz T. Economic nonlinear model predictive control for periodic optimal operation of gas pipeline networks[J]. Computers and Chemical Engineering, 2013, 52(10): 90-99.
  • 8Amrit Rishi, Rawlings James B, Angeli David. Economic optimization using model predictive control with a terminal cost[J]. Annual Reviews in Control, 2011, 35(2): 178-186.
  • 9Sontag Eduardo D. A ‘Universal’ construction of Artstein’s theorem on nonlinear stabilization[J]. Systems and Control Letters, 1989, 13(2): 117-123.
  • 10Khalil Hassan K. Nonlinear systems[M]. 3rd ed. Pearson Education, 2002: 354.

引证文献4

二级引证文献52

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部