TY - JOUR
T1 - Juliet
T2 - A versatile modelling tool for transiting and non-transiting exoplanetary systems
AU - Espinoza, Néstor
AU - Kossakowski, Diana
AU - Brahm, Rafael
N1 - Funding Information:
We would like to thank the referee, Daniel Foreman-Mackey, for very useful suggestions that greatly improved the paper and the juliet library. NE would like to thank the Gruber Foundation for its generous support to this research. NE would like to thank J. Buchner and J. Speagle for useful discussions regarding the usage of MultiNest and dynesty, respectively. NE and DK would like to thank M. Gunther and T. Daylan for fruitful discussions on the topics discussed in this article and T. Trifonov and the Calar Alto high-Resolution search for M dwarfs with Exo-earths with a Near-infrared Echelle Spectrograph (CARMENES) team on discussions regarding the analysis of radial velocities. RB acknowledges support from the Fondo Nacional de Desarrollo Cientifico y Tecnologico (FONDECYT) Post-doctoral Fellowship Project 3180246, and from the Millennium Institute of Astrophysics (MAS).
Publisher Copyright:
© 2019 The Author(s)
PY - 2019/12/1
Y1 - 2019/12/1
N2 - Here we present juliet, a versatile tool for the analysis of transits, radial velocities, or both. juliet is built over many available tools for the modelling of transits, radial velocities, and stochastic processes (here modelled as Gaussian Processes; GPs) in order to deliver a tool/wrapper which can be used for the analysis of transit photometry and radial-velocity measurements from multiple instruments at the same time, using nested sampling algorithms which allows it to not only perform a thorough sampling of the parameter space, but also to perform model comparison via Bayesian evidences. In addition, juliet allows us to fit transiting and non-transiting multiplanetary systems, and to fit GPs which might share hyperparameters between the photometry and radial velocities simultaneously (e.g. stellar rotation periods), which might be useful for disentangling stellar activity in radial-velocity measurements. Nested Sampling, Importance Nested Sampling, and Dynamic Nested Sampling is performed with publicly available codes which in turn give juliet multithreading options, allowing it to scale the computing time of complicated multidimensional problems. We make juliet publicly available via GitHub.
AB - Here we present juliet, a versatile tool for the analysis of transits, radial velocities, or both. juliet is built over many available tools for the modelling of transits, radial velocities, and stochastic processes (here modelled as Gaussian Processes; GPs) in order to deliver a tool/wrapper which can be used for the analysis of transit photometry and radial-velocity measurements from multiple instruments at the same time, using nested sampling algorithms which allows it to not only perform a thorough sampling of the parameter space, but also to perform model comparison via Bayesian evidences. In addition, juliet allows us to fit transiting and non-transiting multiplanetary systems, and to fit GPs which might share hyperparameters between the photometry and radial velocities simultaneously (e.g. stellar rotation periods), which might be useful for disentangling stellar activity in radial-velocity measurements. Nested Sampling, Importance Nested Sampling, and Dynamic Nested Sampling is performed with publicly available codes which in turn give juliet multithreading options, allowing it to scale the computing time of complicated multidimensional problems. We make juliet publicly available via GitHub.
KW - C
KW - D
KW - K2-32b
KW - Methods: data analysis
KW - Methods: statistical
KW - Planets and satellites: fundamental parameters
KW - Planets and satellites: individual: K2-140b
KW - Techniques: photometric
KW - Techniques: radial velocities
UR - http://www.scopus.com/inward/record.url?scp=85079630515&partnerID=8YFLogxK
U2 - 10.1093/mnras/stz2688
DO - 10.1093/mnras/stz2688
M3 - Article
AN - SCOPUS:85079630515
SN - 0035-8711
VL - 490
SP - 2262
EP - 2283
JO - Monthly Notices of the Royal Astronomical Society
JF - Monthly Notices of the Royal Astronomical Society
IS - 2
ER -