Shortest-path recovery from signature with an optimal control approach

Marco Rauscher, Alessandro Scagliotti, Felipe Pagginelli Patricio

Research output: Contribution to journalArticlepeer-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
JournalMathematics of Control, Signals, and Systems
DOIs
StateAccepted/In press - 2024

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