English

Shortest-path recovery from signature with an optimal control approach

Optimization and Control 2024-07-26 v4 Numerical Analysis Systems and Control Systems and Control Numerical Analysis

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 L2L^2-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\Gamma-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.

Keywords

Cite

@article{arxiv.2310.10619,
  title  = {Shortest-path recovery from signature with an optimal control approach},
  author = {Marco Rauscher and Alessandro Scagliotti and Felipe Pagginelli Patricio},
  journal= {arXiv preprint arXiv:2310.10619},
  year   = {2024}
}

Comments

34 pages, 5 figures