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pyaneti II: A multidimensional Gaussian process approach to analysing spectroscopic time-series

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arxiv 2109.14086 v2 pith:FNTSL2F2 submitted 2021-09-28 astro-ph.EP astro-ph.IM

pyaneti II: A multidimensional Gaussian process approach to analysing spectroscopic time-series

classification astro-ph.EP astro-ph.IM
keywords time-seriescodemodellingdetectionexoplanetplanetarypyanetiradial
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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The two most successful methods for exoplanet detection rely on the detection of planetary signals in photometric and radial velocity time-series. This depends on numerical techniques that exploit the synergy between data and theory to estimate planetary, orbital, and/or stellar parameters. In this work, we present a new version of the exoplanet modelling code pyaneti. This new release has a special emphasis on the modelling of stellar signals in radial velocity time-series. The code has a built-in multidimensional Gaussian process approach to modelling radial velocity and activity indicator time-series with different underlying covariance functions. This new version of the code also allows multi-band and single transit modelling; it runs on Python 3, and features overall improvements in performance. We describe the new implementation and provide tests to validate the new routines that have direct application to validate the new routines that have direct application to exoplanet detection and characterisation. We have made the code public and freely available at https://github.com/oscaribv/pyaneti. We also present the codes citlalicue and citlalatonac that allow one to create synthetic photometric and spectroscopic time-series, respectively, with planetary and stellar-like signals.

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Cited by 1 Pith paper

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  1. RedDots: Magnetic field of the nearby active M dwarf GJ 729, and a search for companions

    astro-ph.SR 2026-07 conditional novelty 4.0

    GJ 729 exhibits a weak, evolving large-scale magnetic field (50-145 G) and a persistent ~7 d radial velocity signal that could be a ~1.5-2 Earth-mass planet or residual stellar activity.