Enhancing the detection of low-energy M dwarf flares: wavelet-based denoising of CHEOPS data
| dc.contributor.author | Poyatos, Julien | |
| dc.contributor.author | Fors Aldrich, Octavi | |
| dc.contributor.author | Gómez Cama, José María | |
| dc.contributor.author | Ribas Canudas, Ignasi | |
| dc.date.accessioned | 2025-11-06T17:44:39Z | |
| dc.date.available | 2025-11-06T17:44:39Z | |
| dc.date.issued | 2024-12-24 | |
| dc.date.updated | 2025-11-06T17:44:39Z | |
| dc.description.abstract | Stellar flares are powerful bursts of electromagnetic radiation triggered by magnetic reconnection in the chromosphere of stars, occurring frequently and intensely on active M dwarfs. While missions like TESS and Kepler have studied regular and super-flares, their detection of flares with energies below 10^30 erg remains incomplete. Extending flare studies to include these low-energy events could enhance flare formation models and provide insight into their impacts on exoplanetary atmospheres. This study investigates CHEOPS's capacity to detect low-energy flares in M dwarf light curves. Using CHEOPS's high photometric precision and observing cadence, along with a tailored wavelet-based denoising algorithm, we aim to improve detection completeness and refine flare statistics for low-energy events. We conducted a flare injection and recovery process to optimise denoising parameters, applied it to CHEOPS light curves to maximise detection rates, and used a flare breakdown algorithm to analyse complex structures. Our analysis recovered 349 flares with energies ranging from 2.2×10^26 to 8.1×10^30 erg across 63 M dwarfs, with ∼40% exhibiting complex, multi-peaked structures. The denoising algorithm improved flare recovery by ∼34%, though it marginally extended the lower boundary of detectable energies. For the full sample, the power-law index α was 1.92±0.07, but a log-normal distribution fit better, suggesting multiple flare formation scenarios. While CHEOPS's observing mode is not ideal for large-scale surveys, it captures weaker flares than TESS or Kepler, expanding the observed energy range. Wavelet-based denoising enhances low-energy event recovery, enabling exploration of the micro-flaring regime. Expanding low-energy flare observations could refine flare generation models and improve the understanding of their role in star-planet interactions. | |
| dc.format.extent | 29 p. | |
| dc.format.mimetype | application/pdf | |
| dc.identifier.idgrec | 752854 | |
| dc.identifier.issn | 0004-6361 | |
| dc.identifier.uri | https://hdl.handle.net/2445/224170 | |
| dc.language.iso | eng | |
| dc.publisher | EDP Sciences | |
| dc.relation.isformatof | Reproducció del document publicat a: https://doi.org/10.1051/0004-6361/202453517 | |
| dc.relation.ispartof | Astronomy & Astrophysics, 2024 | |
| dc.relation.uri | https://doi.org/10.1051/0004-6361/202453517 | |
| dc.rights | (c) The European Southern Observatory (ESO), 2024 | |
| dc.rights.accessRights | info:eu-repo/semantics/openAccess | |
| dc.source | Articles publicats en revistes (Enginyeria Electrònica i Biomèdica) | |
| dc.subject.classification | Energia | |
| dc.subject.classification | Detectors | |
| dc.subject.classification | Estels | |
| dc.subject.other | Energy | |
| dc.subject.other | Detectors | |
| dc.subject.other | Stars | |
| dc.title | Enhancing the detection of low-energy M dwarf flares: wavelet-based denoising of CHEOPS data | |
| dc.type | info:eu-repo/semantics/article | |
| dc.type | info:eu-repo/semantics/publishedVersion |
Fitxers
Paquet original
1 - 1 de 1