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

Hamza El-Kebir, Ani Pirosmanishvili, Melkior Ornik

Research output: Contribution to journalArticlepeer-review

Abstract

This article presents a method of efficiently computing inner and outer approximations of forward reachable sets for nonlinear control systems with changed dynamics and 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 by control inputs from the nominal and 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. 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.

Original languageEnglish (US)
Pages (from-to)726-740
Number of pages15
JournalIEEE Transactions on Automatic Control
Volume69
Issue number2
DOIs
StatePublished - Feb 1 2024
Externally publishedYes

Keywords

  • Computation and control
  • guaranteed reachability
  • reachability analysis
  • safety-critical control

ASJC Scopus subject areas

  • Electrical and Electronic Engineering
  • Control and Systems Engineering
  • Computer Science Applications

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