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Main Authors: Collins, Pieter, Geretti, Luca, Gonzalez, Sanja Zivanovic, Bresolin, Davide, Villa, Tiziano
Format: Preprint
Published: 2023
Subjects:
Online Access:https://arxiv.org/abs/2306.17541
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author Collins, Pieter
Geretti, Luca
Gonzalez, Sanja Zivanovic
Bresolin, Davide
Villa, Tiziano
author_facet Collins, Pieter
Geretti, Luca
Gonzalez, Sanja Zivanovic
Bresolin, Davide
Villa, Tiziano
contents Almost all problems in applied mathematics, including the analysis of dynamical systems, deal with spaces of real-valued functions on Euclidean domains in their formulation and solution. In this paper, we describe the the tool Ariadne, which provides a rigorous calculus for working with Euclidean functions. We first introduce the Ariadne framework, which is based on a clean separation of objects as providing exact, effective, validated and approximate information. We then discuss the function calculus as implemented in Ariadne, including polynomial function models which are the fundamental class for concrete computations. We then consider solution of some core problems of functional analysis, namely solution of algebraic equations and differential equations, and briefly discuss their use for the analysis of hybrid systems. We will give examples of C++ and Python code for performing the various calculations. Finally, we will discuss progress on extensions, including improvements to the function calculus and extensions to more complicated classes of system.
format Preprint
id arxiv_https___arxiv_org_abs_2306_17541
institution arXiv
publishDate 2023
record_format arxiv
spellingShingle Rigorous Function Calculi in Ariadne
Collins, Pieter
Geretti, Luca
Gonzalez, Sanja Zivanovic
Bresolin, Davide
Villa, Tiziano
Mathematical Software
Almost all problems in applied mathematics, including the analysis of dynamical systems, deal with spaces of real-valued functions on Euclidean domains in their formulation and solution. In this paper, we describe the the tool Ariadne, which provides a rigorous calculus for working with Euclidean functions. We first introduce the Ariadne framework, which is based on a clean separation of objects as providing exact, effective, validated and approximate information. We then discuss the function calculus as implemented in Ariadne, including polynomial function models which are the fundamental class for concrete computations. We then consider solution of some core problems of functional analysis, namely solution of algebraic equations and differential equations, and briefly discuss their use for the analysis of hybrid systems. We will give examples of C++ and Python code for performing the various calculations. Finally, we will discuss progress on extensions, including improvements to the function calculus and extensions to more complicated classes of system.
title Rigorous Function Calculi in Ariadne
topic Mathematical Software
url https://arxiv.org/abs/2306.17541