4.1 Article

Tight Decomposition Functions for Continuous-Time Mixed-Monotone Systems With Disturbances

Journal

IEEE CONTROL SYSTEMS LETTERS
Volume 5, Issue 1, Pages 139-144

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/LCSYS.2020.3001085

Keywords

Standards; Tools; Trajectory; Dynamical systems; Discrete-time systems; Optimization; System dynamics; Numerical algorithms; uncertain systems

Funding

  1. Air Force Office of Scientific Research [FA9550-19-1-0015]

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The letter demonstrates that any continuous-time dynamical system with a Lipschitz continuous vector field is mixed-monotone, and presents a method for constructing a decomposition function that yields the tightest approximation of reachable sets. Additionally, efficient computation of under-approximations of reachable sets via the mixed-monotonicity property by considering the backward-time dynamics is shown.
The vector field of a mixed-monotone system is decomposable via a decomposition function into increasing (cooperative) and decreasing (competitive) components, and this decomposition allows for, e.g., efficient computation of reachable sets and forward invariant sets. A main challenge in this approach, however, is identifying an appropriate decomposition function. In this letter, we show that any continuous-time dynamical system with a Lipschitz continuous vector field is mixed-monotone, and we provide a construction for the decomposition function that yields the tightest approximation of reachable sets when used with the standard tools for mixed-monotone systems. Our construction is similar to that recently proposed by Yang and Ozay for computing decomposition functions of discrete-time systems where we make appropriate modifications for the continuous-time setting and also extend to the case with unknown disturbance inputs. As in Yang's and Ozay's work, our decomposition function construction requires solving an optimization problem for each point in the state-space; however, we demonstrate through example how tight decomposition functions can sometimes be calculated in closed form. As a second contribution, we show how under-approximations of reachable sets can be efficiently computed via the mixed-monotonicity property by considering the backward-time dynamics.

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