239 citations · 1.9k across the 60 of their papers we have counts for
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astro-ph.SR2018★ 37 cited
Detecting Solar-like Oscillations in Red Giants with Deep Learning
Marc Hon, Dennis Stello, Joel C. Zinn
Time-resolved photometry of tens of thousands of red giant stars from space missions like Kepler and K2 has created the need for automated asteroseismic analysis methods. The first…
astro-ph.SR2018★ 239 cited
Asteroseismology of 16000 Kepler Red Giants: Global Oscillation Parameters, Masses, and Radii
Jie Yu, Daniel Huber, Timothy R. Bedding +4
The Kepler mission has provided exquisite data to perform an ensemble asteroseismic analysis on evolved stars. In this work we systematically characterize solar-like oscillations a…
astro-ph.IM2018★ 70 cited
Deep Learning Classification in Asteroseismology Using an Improved Neural Network: Results on 15000 Kepler Red Giants and Applications to K2 and TESS Data
Marc Hon, Dennis Stello, Jie Yu
Deep learning in the form of 1D convolutional neural networks have previously been shown to be capable of efficiently classifying the evolutionary state of oscillating red giants i…