Under-approximations of reachable sets and tubes have received recent research attention due to their important roles in control synthesis and verification. Available under-approximation methods designed for continuous-time linear systems typically assume the ability to compute transition matrices and their integrals exactly, which is not feasible in general. In this note, we attempt to overcome this drawback for a class of linear time-invariant (LTI) systems, where we propose a novel method to under-approximate finite-time forward reachable sets and tubes utilizing approximations of the matrix exponential. In particular, we consider the class of continuous-time LTI systems with an identity input matrix and uncertain initial and input values belonging to full dimensional sets that are affine transformations of closed unit balls. The proposed method yields computationally efficient under-approximations of reachable sets and tubes with first order convergence guarantees in the sense of the Hausdorff distance. To illustrate its performance, the proposed method is implemented in three numerical examples, where linear systems of dimensions ranging between 2 and 200 are considered.
翻译:可用于连续时间线性系统的现有不连续时间LTI系统,其特性输入矩阵和属于封闭单元球的全维结构的初始和输入值不确定,即封闭单元球的直径转换。 提议的这一方法得出了Hausdorf距离意义上的可扩展装置和管的计算效率不相及的第一个顺序组合保证。为了说明其性能,建议的方法在三个数字例子中采用,其中考虑了范围范围在2至200之间的线性系统。