Stability of infinite-horizon optimal control with discounted cost

R. Postoyan, L. Buşoniu, D. Nešić, J. Daafouz
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引用次数: 19

Abstract

We investigate the stability of general nonlinear discrete-time systems controlled by an optimal sequence of inputs that minimizes an infinite-horizon discounted cost. We first provide conditions under which a global asymptotic stability property is ensured for the corresponding undiscounted problem. We then show that this property is semiglobally and practically preserved in the discounted case, where the adjustable parameter is the discount factor. We then focus on a scenario where the stage cost is bounded and we explain how our framework applies to guarantee stability in this case. Finally, we provide sufficient conditions, including boundedness of the stage cost, under which the value function, which serves as a Lyapunov function for the analysis, is continuous. As already shown in the literature, the continuity of the Lyapunov function is crucial to ensure some nominal robustness for the closed-loop system.
具有贴现成本的无限视界最优控制的稳定性
我们研究了一类非线性离散系统的稳定性,该系统由一个使无限视界贴现成本最小化的最优输入序列控制。首先给出了相应的未折现问题的全局渐近稳定性的保证条件。然后,我们证明了这个性质在折现情况下是半全局和实际保持的,其中可调参数是折现因子。然后,我们将重点关注阶段成本有限的场景,并解释在这种情况下如何应用我们的框架来保证稳定性。最后,我们给出了作为分析的Lyapunov函数的价值函数连续的充分条件,包括阶段成本的有界性。如文献所示,李雅普诺夫函数的连续性对于保证闭环系统的名义鲁棒性至关重要。
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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