TY - JOUR
T1 - A stellar activity f-statistic for exoplanet surveys (SAFE)
AU - Holzer, Parker H.
AU - Cisewski-Kehe, Jessi
AU - Zhao, Lily
AU - Ford, Eric B.
AU - Gilbertson, Christian
AU - Fischer, Debra A.
N1 - Funding Information:
This work used data from the EXtreme PREcision Spectrograph (EXPRES) that was designed and commissioned at Yale with financial support by the U.S. National Science Foundation under MRI-1429365 and ATI-1509436 (PI: D. Fischer). We gratefully acknowledge support for telescope time using EXPRES at the LDT from the Heising-Simons Foundation and an anonymous Yale donor. D.A.F., J.C.K., E.B.F., and C.G. acknowledge critical support for the investigation of photospheric noise in RV data from the NSF AST-1616086 and NASA 80NSSC18K0443. L.L.Z. gratefully acknowledges support from the NSF GRFP. We thank the Yale Center for Research Computing for guidance and use of the research computing infrastructure. E.B.F. acknowledges the Penn State Center for Exoplanets and Habitable Worlds, which is supported by the Pennsylvania State University and the Eberly College of Science. Computations for this research were performed on the Pennsylvania State University's Institute for Computational and Data Sciences’ Roar supercomputer. This research was supported by Heising-Simons Foundation grant No. 2019–1177 (E.B.F.). This work was supported by a grant from the Simons Foundation/SFARI (675601; E.B.F.). E.B.F. acknowledges the support of the Ambrose Monell Foundation and the Institute for Advanced Study.
Funding Information:
This work used data from the EXtreme PREcision Spectrograph (EXPRES) that was designed and commissioned at Yale with financial support by the U.S. National Science Foundation under MRI-1429365 and ATI-1509436 (PI: D. Fischer). We gratefully acknowledge support for telescope time using EXPRES at the LDT from the Heising-Simons Foundation and an anonymous Yale donor. D.A.F., J.C.K., E.B.F., and C.G. acknowledge critical support for the investigation of photospheric noise in RV data from the NSF AST-1616086 and NASA 80NSSC18K0443. L.L.Z. gratefully acknowledges support from the NSF GRFP. We thank the Yale Center for Research Computing for guidance and use of the research computing infrastructure. E.B.F. acknowledges the Penn State Center for Exoplanets and Habitable Worlds, which is supported by the Pennsylvania State University and the Eberly College of Science. Computations for this research were performed on the Pennsylvania State Universityʼs Institute for Computational and Data Sciences’ Roar supercomputer. This research was supported by Heising-Simons Foundation grant No. 2019–1177 (E.B.F.). This work was supported by a grant from the Simons Foundation/SFARI (675601; E.B.F.). E.B.F. acknowledges the support of the Ambrose Monell Foundation and the Institute for Advanced Study.
Publisher Copyright:
© 2021. The American Astronomical Society. All rights reserved.
PY - 2021/6
Y1 - 2021/6
N2 - In the search for planets orbiting distant stars, the presence of stellar activity in the atmospheres of observed stars can obscure the radial velocity signal used to detect such planets. Furthermore, this stellar activity contamination is set by the star itself and cannot simply be avoided with better instrumentation. Various stellar activity indicators have been developed that may correlate with this contamination. We introduce a new stellar activity indicator called the Stellar Activity F-statistic for Exoplanet surveys (SAFE) that has higher statistical power (i.e., probability of detecting a true stellar activity signal) than many traditional stellar activity indicators in a simulation study of an active region on a Sun-like star with a moderate-to-high signal-to-noise ratio. Also through simulation, the SAFE is demonstrated to be associated with the projected area on the visible side of the star covered by active regions. We also demonstrate that the SAFE detects statistically significant stellar activity in most of the spectra for HD 22049, a star known to have high stellar variability. Additionally, the SAFE is calculated for recent observations of the three low-variability stars HD 34411, HD 10700, and HD 3651, the latter of which is known to have a planetary companion. As expected, the SAFE for these three only occasionally detects activity. Furthermore, initial exploration appears to indicate that the SAFE may be useful for disentangling stellar activity signals from planet-induced Doppler shifts.
AB - In the search for planets orbiting distant stars, the presence of stellar activity in the atmospheres of observed stars can obscure the radial velocity signal used to detect such planets. Furthermore, this stellar activity contamination is set by the star itself and cannot simply be avoided with better instrumentation. Various stellar activity indicators have been developed that may correlate with this contamination. We introduce a new stellar activity indicator called the Stellar Activity F-statistic for Exoplanet surveys (SAFE) that has higher statistical power (i.e., probability of detecting a true stellar activity signal) than many traditional stellar activity indicators in a simulation study of an active region on a Sun-like star with a moderate-to-high signal-to-noise ratio. Also through simulation, the SAFE is demonstrated to be associated with the projected area on the visible side of the star covered by active regions. We also demonstrate that the SAFE detects statistically significant stellar activity in most of the spectra for HD 22049, a star known to have high stellar variability. Additionally, the SAFE is calculated for recent observations of the three low-variability stars HD 34411, HD 10700, and HD 3651, the latter of which is known to have a planetary companion. As expected, the SAFE for these three only occasionally detects activity. Furthermore, initial exploration appears to indicate that the SAFE may be useful for disentangling stellar activity signals from planet-induced Doppler shifts.
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U2 - 10.3847/1538-3881/abf5e0
DO - 10.3847/1538-3881/abf5e0
M3 - Article
AN - SCOPUS:85106594153
SN - 0004-6256
VL - 161
JO - Astronomical Journal
JF - Astronomical Journal
IS - 6
M1 - 272
ER -