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arXiv 2101.09646eess.SYcs.SY
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求解微分对策可达性问题的改进水平集方法

An Improved Level Set Method for Reachability Problems in Differential Games

Wei Liao, Taotao Liang, Pengwen Xiong, Chen Wang, Aiguo Song, Peter X. Liu

摘要:

本文主要研究微分对策中的可达性问题。提出了一种改进的水平集方法来计算可达管。可达管被描述为一个值函数的子水平集,该值函数是具有运行费用的Hamilton-Jacobi方程的粘性解。我们推广了可达管的概念,提出了一类新的可达管,这类可达管被称为成本有限的。特别地,可以为系统指定性能指标,并且成本受限可达管是系统轨迹的一组初始状态,其可以在性能指标增加到给定的容许成本之前到达目标集。这样的可达管可以通过为Hamilton-Jacobi方程指定相应的运行代价函数来获得。利用Hamilton-Jacobi方程粘性解在某一时刻的不同非零子水平集,可以刻画具有不同容许费用的费用受限可达管(或具有不同时域的可达管),从而减少存储空间消耗.算例表明了该方法的有效性和准确性。

英文摘要:

This study focuses on reachability problems in differential games. An improved level set method for computing reachable tubes is proposed in this paper. The reachable tube is described as a sublevel set of a value function, which is the viscosity solution of a Hamilton-Jacobi equation with running cost. We generalize the concept of reachable tubes and propose a new class of reachable tubes, which are referred to as cost-limited one. In particular, a performance index can be specified for the system, and a cost-limited reachable tube is a set of initial states of the system's trajectories that can reach the target set before the performance index increases to a given admissible cost. Such a reachable tube can be obtained by specifying the corresponding running cost function for the Hamilton-Jacobi equation. Different non-zero sublevel sets of the viscosity solution of the Hamilton-Jacobi equation at a certain time point can be used to characterize the cost-limited reachable tubes with different admissible costs (or the reachable tubes with different time horizons), thus reducing the storage space consumption. Several examples are provided to illustrate the validity and accuracy of the proposed method.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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