Separating planetary reflex Doppler shifts from stellar variability in the wavelength domain

A. Collier Cameron, E. B. Ford, S. Shahaf, S. Aigrain, X. Dumusque, R. D. Haywood, A. Mortier, D. F. Phillips, L. Buchhave, M. Cecconi, H. Cegla, R. Cosentino, M. Crétignier, A. Ghedina, M. González, D. W. Latham, M. Lodi, M. López-Morales, G. Micela, E. MolinariF. Pepe, G. Piotto, E. Poretti, D. Queloz, J. San Juan, D. Ségransan, A. Sozzetti, A. Szentgyorgyi, S. Thompson, S. Udry, C. Watson

Research output: Contribution to journalArticlepeer-review

49 Scopus citations


Stellar magnetic activity produces time-varying distortions in the photospheric line profiles of solar-type stars. These lead to systematic errors in high-precision radial-velocity measurements, which limit efforts to discover and measure the masses of low-mass exoplanets with orbital periods of more than a few tens of days. We present a new data-driven method for separating Doppler shifts of dynamical origin from apparent velocity variations arising from variability-induced changes in the stellar spectrum. We show that the autocorrelation function (ACF) of the cross-correlation function used to measure radial velocities is effectively invariant to translation. By projecting the radial velocities on to a subspace labelled by the observation identifiers and spanned by the amplitude coefficients of the ACF's principal components, we can isolate and subtract velocity perturbations caused by stellar magnetic activity. We test the method on a 5-yr time sequence of 853 daily 15-min observations of the solar spectrum from the HARPS-N instrument and solar-telescope feed on the 3.58-m Telescopio Nazionale Galileo. After removal of the activity signals, the heliocentric solar velocity residuals are found to be Gaussian and nearly uncorrelated. We inject synthetic low-mass planet signals with amplitude K = 40 cm s-1 into the solar observations at a wide range of orbital periods. Projection into the orthogonal complement of the ACF subspace isolates these signals effectively from solar activity signals. Their semi-amplitudes are recovered with a precision of ∼6.6 cm s-1, opening the door to Doppler detection and characterization of terrestrial-mass planets around well-observed, bright main-sequence stars across a wide range of orbital periods.

Original languageEnglish (US)
Pages (from-to)1699-1717
Number of pages19
JournalMonthly Notices of the Royal Astronomical Society
Issue number2
StatePublished - Aug 1 2021

All Science Journal Classification (ASJC) codes

  • Astronomy and Astrophysics
  • Space and Planetary Science


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