English

Variable Star Light Curves in Koopman Space

Solar and Stellar Astrophysics 2024-07-25 v1 Astrophysics of Galaxies Instrumentation and Methods for Astrophysics

Abstract

We present the first application of data-driven techniques for dynamical system analysis based on Koopman theory to variable stars. We focus on light curves of RRLyrae type variables, in the Galactic globular cluster ω\omega Centauri. Light curves are thus summarized by a handful of complex eigenvalues, corresponding to oscillatory or fading dynamical modes. We find that variable stars of the RRc subclass can be summarized in terms of fewer (8\approx 8) eigenvalues, while RRab need comparatively more (12\approx 12). This result can be leveraged for classification and reflects the simpler structure of RRc light curves. We then consider variable stars displaying secular variations due to the Tseraskaya-Blazhko effect and find a change in relevant eigenvalues with time, with possible implications for the physical interpretation of the effect.

Keywords

Cite

@article{arxiv.2407.16868,
  title  = {Variable Star Light Curves in Koopman Space},
  author = {Nicolas Mekhaël and Mario Pasquato and Gaia Carenini and Vittorio F. Braga and Piero Trevisan and Giuseppe Bono and Yashar Hezaveh},
  journal= {arXiv preprint arXiv:2407.16868},
  year   = {2024}
}

Comments

Accepted (spotlight) at the Scaling AI for Science workshop at ICML 2024

R2 v1 2026-06-28T17:51:38.380Z