PYANETI - II. A multidimensional Gaussian process approach to analysing spectroscopic time-series

被引:72
作者
Barragan, Oscar [1 ]
Aigrain, Suzanne [1 ]
Rajpaul, Vinesh M. [2 ]
Zicher, Norbert [1 ]
机构
[1] Univ Oxford, Sub Dept Astrophys, Dept Phys, Oxford OX1 3RH, England
[2] Univ Cambridge, Cavendish Lab, Astrophys Grp, JJ Thomson Ave, Cambridge CB3 0HE, England
基金
欧洲研究理事会; 英国科学技术设施理事会;
关键词
methods: numerical; techniques: photometry; techniques: spectroscopy; planets and satellites: general; EXTRASOLAR PLANET VALIDATION; RADIAL-VELOCITY; STELLAR ACTIVITY; SIZED PLANET; LIGHT CURVES; NO PLANET; EFFICIENT; MASS; TOOL; PHOTOMETRY;
D O I
10.1093/mnras/stab2889
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
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 multiband 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 exoplanet detection and characterization. We have made the code public and freely available at hups://github.com/oscaribv/pyaneti(sic). We also present the codes citla1icue and citlalatonac that allow one to create synthetic photometric and spectroscopic time-series, respectively, with planetary and stellar-like signals.
引用
收藏
页码:866 / 883
页数:18
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