Variable Star Light Curves in Koopman Space
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 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 () eigenvalues, while RRab need comparatively more (). 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