未知动力学系统的保证可达性

Melkior Ornik
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引用次数: 0

摘要

计算给定系统的可达集是非线性控制理论中的一个典型问题。受先前安全关键型在线规划工作的启发,本文考虑了这样一种环境,即关于系统动态的唯一可用信息是单点的动态信息。受限于这些知识,我们研究了如何描述无论未知真实动态如何都能保证达到的所有状态集的问题。我们证明,这样一个集合可以通过相关已知系统的可到达集合进行低度近似,该系统在每个状态下的动力学都取决于与假定知识一致的所有控制系统中可用的速度矢量。作为理论的补充,我们讨论了一个遇险飞机的简单模型,以验证这种欠逼近在实践中是有意义的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Guaranteed Reachability for Systems with Unknown Dynamics.

The problem of computing the reachable set for a given system is a quintessential question in nonlinear control theory. Motivated by prior work on safety-critical online planning, this paper considers an environment where the only available information about system dynamics is that of dynamics at a single point. Limited to such knowledge, we study the problem of describing the set of all states that are guaranteed to be reachable regardless of the unknown true dynamics. We show that such a set can be underapproximated by a reachable set of a related known system whose dynamics at every state depend on the velocity vectors that are available in all control systems consistent with the assumed knowledge. Complementing the theory, we discuss a simple model of an aircraft in distress to verify that such an underapproximation is meaningful in practice.

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CiteScore
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