English

The Deeper, Wider, Faster Program: Exploring stellar flare activity with deep, fast cadenced DECam imaging via machine learning

Solar and Stellar Astrophysics 2021-07-07 v1

Abstract

We present our 500 pc distance-limited study of stellar fares using the Dark Energy Camera as part of the Deeper, Wider, Faster Program. The data was collected via continuous 20-second cadence g band imaging and we identify 19,914 sources with precise distances from Gaia DR2 within twelve, ~3 square-degree, fields over a range of Galactic latitudes. An average of ~74 minutes is spent on each field per visit. All light curves were accessed through a novel unsupervised machine learning technique designed for anomaly detection. We identify 96 flare events occurring across 80 stars, the majority of which are M dwarfs. Integrated are energies range from 10311037\sim 10^{31}-10^{37} erg, with a proportional relationship existing between increased are energy with increased distance from the Galactic plane, representative of stellar age leading to declining yet more energetic are events. In agreement with previous studies we observe an increase in flaring fraction from M0 -> M6 spectral types. Furthermore, we find a decrease in the flaring fraction of stars as vertical distance from the galactic plane is increased, with a steep decline present around ~100 pc. We find that ~70% of identified flares occur on short timescales of ~8 minutes. Finally we present our associated are rates, finding a volumetric rate of 2.9±0.3×1062.9 \pm 0.3 \times 10^{-6} flares pc3^{-3} hr1^{-1}.

Keywords

Cite

@article{arxiv.2106.13026,
  title  = {The Deeper, Wider, Faster Program: Exploring stellar flare activity with deep, fast cadenced DECam imaging via machine learning},
  author = {Sara Webb and Chris Flynn and Jeff Cooke and Jielai Zhang and Ashish Mahabal and Tim Abbott and Rebecca Allen and Igor Andreoni and Sarah Bird and Simon Goode and Michelle Lochner and Tyler Pritchard},
  journal= {arXiv preprint arXiv:2106.13026},
  year   = {2021}
}

Comments

20 pages, 14 figures, 6 tables

R2 v1 2026-06-24T03:33:34.578Z