Insights on the Spectral Signatures of Stellar Activity and Planets from PCA

Allen B. Davis, Jessi Cisewski, Xavier Dumusque, Debra A. Fischer, Eric B. Ford

Research output: Contribution to journalArticle

9 Citations (Scopus)

Abstract

Photospheric velocities and stellar activity features such as spots and faculae produce measurable radial velocity signals that currently obscure the detection of sub-meter-per-second planetary signals. However, photospheric velocities are imprinted differently in a high-resolution spectrum than are Keplerian Doppler shifts. Photospheric activity produces subtle differences in the shapes of absorption lines due to differences in how temperature or pressure affects the atomic transitions. In contrast, Keplerian Doppler shifts affect every spectral line in the same way. With a high enough signal-to-noise (S/N) and resolution, statistical techniques can exploit differences in spectra to disentangle the photospheric velocities and detect lower-amplitude exoplanet signals. We use simulated disk-integrated time-series spectra and principal component analysis (PCA) to show that photospheric signals introduce spectral line variability that is distinct from that of Doppler shifts. We quantify the impact of instrumental resolution and S/N for this work.

Original languageEnglish (US)
Article number59
JournalAstrophysical Journal
Volume846
Issue number1
DOIs
StatePublished - Sep 1 2017

Fingerprint

stellar activity
spectral signatures
principal components analysis
planets
principal component analysis
planet
line spectra
shift
faculae
extrasolar planets
radial velocity
time series
high resolution

All Science Journal Classification (ASJC) codes

  • Astronomy and Astrophysics
  • Space and Planetary Science

Cite this

Davis, Allen B. ; Cisewski, Jessi ; Dumusque, Xavier ; Fischer, Debra A. ; Ford, Eric B. / Insights on the Spectral Signatures of Stellar Activity and Planets from PCA. In: Astrophysical Journal. 2017 ; Vol. 846, No. 1.
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Insights on the Spectral Signatures of Stellar Activity and Planets from PCA. / Davis, Allen B.; Cisewski, Jessi; Dumusque, Xavier; Fischer, Debra A.; Ford, Eric B.

In: Astrophysical Journal, Vol. 846, No. 1, 59, 01.09.2017.

Research output: Contribution to journalArticle

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AU - Ford, Eric B.

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