TESS Data for Asteroseismology (T'DA) Stellar Variability Classification Pipeline: Set-Up and Application to the Kepler Q9 Data
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- Title
- TESS Data for Asteroseismology (T'DA) Stellar Variability Classification Pipeline: Set-Up and Application to the Kepler Q9 Data
- Creators
- Jeroen AudenaertJames S KuszlewiczRasmus HandbergAndrew TkachenkoDavid J ArmstrongMarc HonRefilwe KgoadiMikkel N LundKeaton J BellLisa BugnetDominic M BowmanCole JohnstonRafael A GarcíaDennis StelloLászló MolnárEmese PlachyDerek BuzasiConny Aertsthe T'DA collaboration
- Publication Details
- Vol.162(5), 209
- Publisher
- IOP Publishing Ltd; Bristol
- Number of pages
- 25
- Grant note
- European Research Council (ERC) under the European Union: 670519: MAMSIE KU Leuven Research Council: C16/18/005: PARADISE BELgian federal Science Policy Office (BELSPO) through PRODEX grant PLATOSTFC: ST/R00384X/1 National Aeronautics and Space Administration through the TESS Guest Investigator Program: 80NSSC18K1585, 80NSSC19K0379 National Science Foundation: AST-1903828 European Research Council under the European Community: 338251 Research Foundation Flanders (FWO): 1286521N, G0A2917N, G0H5416N GOLF grantPLATO CNES grantPremium Postdoctoral Research Program of the Hungarian Academy of SciencesHungarian National Research, Development, and Innovation Office (NKFIH): KH_18 130405 Hungarian Academy of Sciences: LP2014-17, LP2018-7/2020 NASA TESS Guest Investigator Program: 80NSSC19K0385 NASA's Science Mission directorateNational Aeronautics and Space AdministrationDanish National Research Foundation: DNRF106 ESA PRODEX: PEA 4000119301 Stellar Astrophysics Centre (SAC) at Aarhus UniversityTESS teamTASC/TASOCScience and Technology Facilities Council: ST/R00384X/1
The research leading to these results has received funding from the European Research Council (ERC) under the European Union's Horizon 2020 research and innovation program (grant agreement No. 670519: MAMSIE), from the KU Leuven Research Council (grant C16/18/005: PARADISE), from the Research Foundation Flanders (FWO) under grant agreement G0H5416N (ERC Runner Up Project), as well as from the BELgian federal Science Policy Office (BELSPO) through PRODEX grant PLATO. D.J.A acknowledges support from the STFC via an Ernest Rutherford Fellowship (ST/R00384X/1). Funding for the Stellar Astrophysics Centre is provided by The Danish National Research Foundation (grant agreement No.: DNRF106). R.H. and M.N.L. acknowledge the ESA PRODEX program. This research was supported by the National Aeronautics and Space Administration (80NSSC18K1585 and 80NSSC19K0379) awarded through the TESS Guest Investigator Program. K.J.B. is supported by the National Science Foundation under Award AST-1903828. J.S.K and K.J.B. were supported by funding from the European Research Council under the European Community's Seventh Framework Programme (FP7/2007-2013)/ERC grant agreement no. 338251 (StellarAges). D.M.B. gratefully acknowledges funding from a senior postdoctoral fellowship from the Research Foundation Flanders (FWO) with grant agreement No. 1286521N. The research leading to these results has received funding from the Research Foundation Flanders (FWO) under grant agreement G0A2917N (BlackGEM). R.A.G. acknowledges support from the GOLF and PLATO CNES grants. L.M. was supported by the Premium Postdoctoral Research Program of the Hungarian Academy of Sciences. The research leading to these results has been supported by the Hungarian National Research, Development, and Innovation Office (NKFIH) grant KH_18 130405 and the Lendulet LP2014-17 and LP2018-7/2020 grants of the Hungarian Academy of Sciences. D.B. acknowledges support from the NASA TESS Guest Investigator Program under award 80NSSC19K0385. This paper includes data collected by the TESS mission, which are publicly available from the Mikulski Archive for Space Telescopes (MAST). Funding for the TESS mission is provided by NASA's Science Mission directorate. This research has made use of NASA's Astrophysics Data System as well as the NASA/IPAC Extragalactic Database (NED) which is operated by the Jet Propulsion Laboratory, California Institute of Technology, under contract with the National Aeronautics and Space Administration. Funding for the TESS Asteroseismic Science Operations Centre is provided by the Danish National Research Foundation (Grant agreement no.: DNRF106), ESA PRODEX (PEA 4000119301), and the Stellar Astrophysics Centre (SAC) at Aarhus University. We thank the TESS team and staff and TASC/TASOC for their support of the present work. This paper includes data collected by the Kepler mission. Funding for the Kepler and K2 mission was provided by NASA's Science Mission Directorate. The authors acknowledge the efforts of the Kepler Mission team in obtaining the light-curve data and data validation products used in this publication. These data were generated by the Kepler Mission science pipeline through the efforts of the Kepler Science Operations Center and Science Office. The Kepler light curves are archived at the Mikulski Archive for Space Telescopes. The numerical results presented in this work were obtained at the Centre for Scientific Computing, Aarhus.37 This research made use of Astropy, a community-developed core Python package for Astronomy (Astropy Collaboration et al. 2013, 2018). Software: Scikit-learn (Pedregosa et al. 2011), Numpy (Harris et al. 2020), Astropy (Astropy Collaboration et al. 2013, 2018), Scipy (Virtanen et al. 2020), Pandas (McKinney 2010; Pandas Development Team 2020), Lightkurve (Lightkurve Collaboration et al. 2018), XGBoost (Chen & Guestrin 2016), Tensorflow (Abadi et al. 2015).
- Identifiers
- 99383431839406570
- Academic Unit
- College of Arts & Sciences
- Language
- English
- Resource Type
- Journal article