论文标题

在线保证具有变化动态和控制权限的系统的可触及设置近似

Online Guaranteed Reachable Set Approximation for Systems with Changed Dynamics and Control Authority

论文作者

El-Kebir, Hamza, Pirosmanishvili, Ani, Ornik, Melkior

论文摘要

这项工作提出了一种有效计算具有变化动力学和控制授权的非线性控制系统的前向触发设置的内部和外部近似值的方法,鉴于标称系统的先验计算的可触及设置。该方法通过基于对系统轨迹偏差生长动力学的先验知识缩小或膨胀预算的可触及设置的功能,具体取决于是否需要内部近似或外部近似。这些动力学决定了使用名义控制输入在标称系统上生成的两个轨迹之间的最小偏差和基于受损系统的最小偏差之间的界限,分别基于受损的系统,分别基于一组控制输入。动力学取决于标称可允许的控件集与可允许控件的可能未知空间之间的给定的Hausdorff距离,以及标称和非新神经动力学之间的速率变化的结合。由于其计算效率与直接计算非现象可及的集合相比,因此可以将该过程应用于载体故障的路径计划和故障恢复。此外,所提出的算法不需要与我们以前的工作不同,因此不需要可触及的集合,因此使其适用于一般使用。我们为我们的算法提出了许多实施考虑因素,并提出了三个说明性示例,即应用于船头的标题动力学,较低的三角动力学系统以及一个耦合线性子系统系统。

This work presents a method of efficiently computing inner and outer approximations of forward reachable sets for nonlinear control systems with changed dynamics and diminished control authority, given an a priori computed reachable set for the nominal system. The method functions by shrinking or inflating a precomputed reachable set based on prior knowledge of the system's trajectory deviation growth dynamics, depending on whether an inner approximation or outer approximation is desired. These dynamics determine an upper bound on the minimal deviation between two trajectories emanating from the same point that are generated on the nominal system using nominal control inputs, and by the impaired system based on the diminished set of control inputs, respectively. The dynamics depend on the given Hausdorff distance bound between the nominal set of admissible controls and the possibly unknown impaired space of admissible controls, as well as a bound on the rate change between the nominal and off-nominal dynamics. Because of its computational efficiency compared to direct computation of the off-nominal reachable set, this procedure can be applied to on-board fault-tolerant path planning and failure recovery. In addition, the proposed algorithm does not require convexity of the reachable sets unlike our previous work, thereby making it suitable for general use. We raise a number of implementational considerations for our algorithm, and we present three illustrative examples, namely an application to the heading dynamics of a ship, a lower triangular dynamical system, and a system of coupled linear subsystems.

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