English

Discovery of Small Ultra-short-period Planets Orbiting KG Dwarfs in Kepler Survey Using GPU Phase Folding and Deep Learning Detection System

Earth and Planetary Astrophysics 2024-09-17 v3 Machine Learning

Abstract

Of over 5,000 exoplanets identified so far, only a few hundred possess sub-Earth radii. The formation processes of these sub-Earths remain elusive, and acquiring additional samples is essential for investigating this unique population. In our study, we employ the GPFC method, a novel GPU Phase Folding algorithm combined with a Convolutional Neural Network, on Kepler photometry data. This method enhances the transit search speed significantly over the traditional Box-fitting Least Squares method, allowing a complete search of the known Kepler KOI data within days using a commercial GPU card. To date, we have identified five new ultra-short-period planets (USPs): Kepler-158d, Kepler-963c, Kepler-879c, Kepler-1489c, and KOI-4978.02. Kepler-879c with a radius of 0.4R0.4 R_\oplus completes its orbit around a G dwarf in 0.646716 days. Kepler-158d with a radius of 0.43R0.43 R_\oplus orbits a K dwarf star every 0.645088 days. Kepler-1489c with a radius of 0.51R0.51 R_\oplus orbits a G dwarf in 0.680741 days. Kepler-963c with a radius of 0.6R0.6 R_\oplus revolves around a G dwarf in 0.919783 days, and KOI-4978.02 with a radius of 0.7R0.7 R_\oplus circles a G dwarf in 0.941967 days. Among our findings, Kepler-879c, Kepler-158d and Kepler-963c rank as the first, the third, the fourth smallest USPs identified to date. Notably, Kepler-158d stands as the smallest USP found orbiting K dwarfs while Kepler-963c, Kepler-879c, Kepler-1489c, and KOI-4978.02 are the smallest USPs found orbiting G dwarfs. Kepler-879c, Kepler-158d, Kepler-1489c, and KOI-4978.02 are among the smallest planets that are closest to their host stars, with orbits within 5 stellar radii. In addition, these discoveries highlight GPFC's promising capability in identifying small, new transiting exoplanets within photometry data from Kepler, TESS, and upcoming space transit missions, PLATO and ET.

Keywords

Cite

@article{arxiv.2312.17382,
  title  = {Discovery of Small Ultra-short-period Planets Orbiting KG Dwarfs in Kepler Survey Using GPU Phase Folding and Deep Learning Detection System},
  author = {Kaitlyn Wang and Jian Ge and Kevin Willis and Kevin Wang and Yinan Zhao and Quanquan Hu},
  journal= {arXiv preprint arXiv:2312.17382},
  year   = {2024}
}

Comments

15 pages, 23 figures; To be published in the Monthly Notices of the Royal Astronomical Society (MNRAS)