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增广吸引域快速预测控制算法

EFFICIENT MPC ALGORITHM WITH LARGER ATTRACTION REGION
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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. An efficient MPC algorithm with larger attraction region is presented for discrete-time linear systems subject to input constraints. Firstly, the larger at- traction 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 con- vergence 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.
出处 《系统科学与数学》 CSCD 北大核心 2013年第3期322-333,共12页 Journal of Systems Science and Mathematical Sciences
基金 国家自然科学基金(60904040) 高校博士点基金(20093317120002) 浙江省自然科学基金(Y1100911)资助课题
关键词 模型预测控制 约束控制 线搜索 吸引域 Model predictive control, constrained control, line search, attraction regmn.
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