增广吸引域快速预测控制算法

黄骅,何德峰,俞立

系统科学与数学 ›› 2013, Vol. 33 ›› Issue (3) : 322-333.

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PDF(481 KB)
系统科学与数学 ›› 2013, Vol. 33 ›› Issue (3) : 322-333. DOI: 10.12341/jssms12064
论文

增广吸引域快速预测控制算法

    黄骅,何德峰,俞立
作者信息 +

EFFICIENT MPC ALGORITHM WITH LARGER ATTRACTION REGION

    HUANG Hua ,HE Defeng ,YU Li
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摘要

针对具有输入约束的离散时间线性系统,提出一种增广吸引域的快速模型预测控制(MPC)算法.首先,通过增广状态空间模型离线计算MPC增广吸引域.其次,设计了MPC线搜索优化算法求解在线优化问题.该算法具有提前终止能力和保证性能指标迭代单调递减.同时,给出了MPC线搜索算法的局部收敛性和闭环系统渐近稳定性结论.最后,通过仿真验证本文算法的有效性.

Abstract

An efficient MPC algorithm with larger attraction region is presented for discrete-time linear systems subject to input constraints. Firstly, the larger attraction
regions of MPC are computated by augment state-space models. Then, the line-search optimization algorithm within the MPC framework is designed to solve on-line optimization problem.  This algorithm guarantees the early termination and monotonically decrease properties of the  cost performances. Meanwhile, the local convergence of the line-search optimization algorithm  in MPC and asymptotic stability of close-loop systems are proved. Finally, a numerical simulation  shows the effectiveness of the algorithm.

关键词

模型预测控制 / 约束控制 / 线搜索 / 吸引域.

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黄骅,何德峰,俞立. 增广吸引域快速预测控制算法. 系统科学与数学, 2013, 33(3): 322-333. https://doi.org/10.12341/jssms12064
HUANG Hua ,HE Defeng ,YU Li. EFFICIENT MPC ALGORITHM WITH LARGER ATTRACTION REGION. Journal of Systems Science and Mathematical Sciences, 2013, 33(3): 322-333 https://doi.org/10.12341/jssms12064
中图分类号: 49N05   
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