Skip to main navigation Skip to search Skip to main content

Shortest-path recovery from signature with an optimal control approach

  • Technical University of Munich
  • Munich Center for Machine Learning

Research output: Contribution to journal › Article › peer-review

Abstract

In this paper, we consider the signature-to-path reconstruction problem from the control-theoretic perspective. Namely, we design an optimal control problem whose solution leads to the minimal-length path that generates a given signature. In order to do that, we minimize a cost functional consisting of two competing terms, i.e., a weighted final-time cost combined with the L2-norm squared of the controls. Moreover, we can show that, by taking the limit to infinity of the parameter that tunes the final-time cost, the problem Γ-converges to the problem of finding a sub-Riemannian geodesic connecting two signatures. Finally, we provide an alternative reformulation of the latter problem, which is particularly suitable for the numerical implementation.

Original languageEnglish
Pages (from-to)305-337
Number of pages33
JournalMathematics of Control, Signals, and Systems
Volume37
Issue number2
DOIs
StatePublished - Jun 2025

Keywords

  • Optimal control
  • Shortest-path reconstruction
  • Signatures
  • Γ-Convergence

Fingerprint

Dive into the research topics of 'Shortest-path recovery from signature with an optimal control approach'. Together they form a unique fingerprint.

Cite this