More efficient interpolating control

Hoai‐Nam Nguyen, P. Gutman, R. Bourdais
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引用次数: 10

Abstract

Recent papers proposed an interpolating control methodology for linear discrete-time systems subject to input and state (output) constraints. The main idea of the approach is to blend a local high-gain optimal controller with a global low-gain vertex controller via interpolation. At each time instant, two linear programming problems of relatively small dimensions are solved online. The approach can be seen as an alternative to optimization based control schemes such as model predictive control. However for high-dimensional systems, computing a feasible set for vertex control is generally challenging, and the ability to determine the feasible set limits the applicability of the approach. The aim of the present paper is to propose a way which removes this difficulty, yields further significant improvements on the computational complexity and on the degree of optimality.
更有效的内插控制
最近的论文提出了一种受输入和状态(输出)约束的线性离散系统的内插控制方法。该方法的主要思想是通过插值将局部高增益最优控制器与全局低增益顶点控制器混合。在每个时刻在线求解两个较小维数的线性规划问题。该方法可被视为基于优化的控制方案(如模型预测控制)的替代方案。然而,对于高维系统,计算顶点控制的可行集通常具有挑战性,并且确定可行集的能力限制了该方法的适用性。本文的目的是提出一种消除这一困难的方法,在计算复杂性和最优性程度上产生进一步的显著改进。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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