A Stochastic Approach to Maximal Output Admissible Sets and Reference Governors

Joycer Osorio, H. Ossareh
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引用次数: 15

Abstract

This paper presents a stochastic approach to Reference Governors (RG) and Maximal Output Admissible Sets (MAS) using chance constraints. In order to construct a stochastic robustly invariant MAS (SR-MAS), we extend the earlier ideas in the literature to Lyapunov stable systems with output constraints. Formal proofs for important properties such as positive invariance and finite determinism of SR-MAS are provided. It is shown that the SR-MAS is less conservative than the deterministic approach. An algorithm is provided to compute the SR-MAS in finite time. Finally, we present a stochastic RG formulation, which leverages the SR-MAS. The main results are illustrated with a numerical simulation of a mass-spring-damper model with constraints imposed over the control signal and output.
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最大输出容许集和参考调控的随机方法
本文提出了一种利用机会约束求解参考调控器(RG)和最大输出允许集(MAS)的随机方法。为了构造随机鲁棒不变MAS (SR-MAS),我们将文献中早期的思想推广到具有输出约束的Lyapunov稳定系统。给出了SR-MAS的正不变性和有限决定论等重要性质的形式化证明。结果表明,SR-MAS比确定性方法具有更小的保守性。给出了在有限时间内计算SR-MAS的算法。最后,我们提出了一个随机RG公式,它利用了SR-MAS。通过对控制信号和输出施加约束的质量-弹簧-阻尼器模型的数值模拟说明了主要结果。
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