Set-Based B-Series

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Abstract

B-series were defined to unify the formalism of solutions for ordinary differential equations defined by series. Runge–Kutta schemes can be seen as truncated B-series, similar to Taylor series. In the prolific domain of reachability analysis, i.e., the process of computing the set of reachable states for a system, many techniques have been proposed without obvious links. In the particular case of uncertain initial conditions and/or parameters in the definition of differential equations, set-based approaches are a natural and elegant method to compute reachable sets. In this paper, an extension to B-series is proposed to merge these techniques in a common formalism—named set-based B-series. We show that the main properties of B-series are preserved. A validated technique, based on Runge–Kutta methods, able to compute such series, is presented. Experiments are provided in order to illustrate the proposed approach.

Original languageEnglish
Article number3165
JournalMathematics
Volume10
Issue number17
DOIs
Publication statusPublished - 1 Sept 2022
Externally publishedYes

Keywords

  • Runge–Kutta series
  • Taylor series
  • differential equations
  • set-based methods

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