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 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 existing function calculus and extensions to more complicated classes of function.

Rigorous Function Calculi in Ariadne

Collins, Pieter
Conceptualization
;
Geretti, Luca
Software
;
Villa, Tiziano
Supervision
2025-01-01

Abstract

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 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 existing function calculus and extensions to more complicated classes of function.
2025
Rigorous numerics
Computable analysis
Function calculus
Mathematical software
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11562/1171525
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