Path signatures of ODE solutions
Francesco Galuppi, Giovanni Moreno, Pierpaola Santarsiero

TL;DR
This paper characterizes the signature tensors of paths that are solutions to specific ODE systems, providing algebraic conditions and applications to linear and Hamiltonian systems.
Contribution
It establishes necessary and sufficient algebraic conditions for path signatures to correspond to solutions of ODEs, advancing the theoretical understanding of path signatures.
Findings
Derived algebraic conditions for ODE solution signatures
Applied conditions to linear and Hamiltonian systems
Enhanced the theoretical framework for path signatures in differential equations
Abstract
The signature of a path is a sequence of tensors which allows to uniquely reconstruct the path. By employing the geometric theory of nonlinear systems of ordinary differential equations, we find necessary and sufficient algebraic conditions on the signature tensors of a path to be a solution of a given system of ODEs. As an application, we describe in detail the systems of ODEs that describe the trajectories of a vector field, in particular a linear and Hamiltonian one.
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Taxonomy
TopicsNonlinear Waves and Solitons · Advanced Differential Equations and Dynamical Systems · Polynomial and algebraic computation
