Reachability in Dynamical Systems with Rounding

09/28/2020
by   Christel Baier, et al.
0

We consider reachability in dynamical systems with discrete linear updates, but with fixed digital precision, i.e., such that values of the system are rounded at each step. Given a matrix M ∈ℚ^d × d, an initial vector x∈ℚ^d, a granularity g∈ℚ_+ and a rounding operation [·] projecting a vector of ℚ^d onto another vector whose every entry is a multiple of g, we are interested in the behaviour of the orbit 𝒪=<[x], [M[x]],[M[M[x]]],…>, i.e., the trajectory of a linear dynamical system in which the state is rounded after each step. For arbitrary rounding functions with bounded effect, we show that the complexity of deciding point-to-point reachability—whether a given target y ∈ℚ^d belongs to 𝒪—is PSPACE-complete for hyperbolic systems (when no eigenvalue of M has modulus one). We also establish decidability without any restrictions on eigenvalues for several natural classes of rounding functions.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
04/26/2022

The Pseudo-Reachability Problem for Diagonalisable Linear Dynamical Systems

We study fundamental reachability problems on pseudo-orbits of linear dy...
research
04/21/2021

The Orbit Problem for Parametric Linear Dynamical Systems

We study a parametric version of the Kannan-Lipton Orbit Problem for lin...
research
11/08/2022

Model Checking Linear Dynamical Systems under Floating-point Rounding

We consider linear dynamical systems under floating-point rounding. In t...
research
09/17/2023

Data-Driven Reachability Analysis of Stochastic Dynamical Systems with Conformal Inference

We consider data-driven reachability analysis of discrete-time stochasti...
research
01/30/2023

Measuring robustness of dynamical systems. Relating time and space to length and precision

Verification of discrete time or continuous time dynamical systems over ...
research
10/16/2022

Logical Zonotope: A Set Representation for Binary Vectors

In this paper, we propose a new set representation for binary vectors ca...
research
04/01/2022

Reachability Analysis of Linear System

In this paper, we propose a decision procedure of reachability for linea...

Please sign up or login with your details

Forgot password? Click here to reset