Power of wavelets in analyses of transit and phase curves in the presence of stellar variability and instrumental noise. II. Accuracy of the transit parameters
arXiv:2208.01716 · doi:10.1051/0004-6361/202143017
Abstract
Context. Correlated noise in exoplanet light curves, such as noise from stellar activity, convection noise, and instrumental noise, distorts the exoplanet transit light curves and leads to biases in the best-fit transit parameters. An optimal fitting algorithm can provide stability against the presence of correlated noises and lead to statistically consistent results, namely, the actual biases are usually within the error interval. This is not automatically satisfied by most of the algorithms in everyday use and the testing of the algorithms is necessary. Aims. In this paper, we describe a bootstrapping-like test to handle with the general case and we apply it to the wavelet-based Transit and Light Curve Modeller (TLCM) algorithm, testing it for the stability against the correlated noise. We compare and contrast the results with regard to the FITSH algorithm, which is based on an assumption of white noise. Methods. We simulated transit light curves with previously known parameters in the presence of a correlated noise model generated by an Autoregressive Integrated Moving Average (ARIMA) process. Then we solved the simulated observations and examined the resulting parameters and error intervals. Results. We have found that the assumption of FITSH, namely, that only white noise is present, has led to inconsistencies in the results: the distribution of best-fit parameters is then broader than the determined error intervals by a factor of 3-6. On the other hand, the wavelet-based TLCM algorithm handles the correlated noise properly, leading to both properly determined parameter and error intervals that are perfectly consistent with the actual biases
arXiv commentAccepted for publication in A&A, 11 pages, 8 figures
References in corpus (30)
- The Transiting Exoplanet Survey Satellite
- Analytic Lightcurves for Planetary Transit Searches
- The K2 Mission: Characterization and Early results
- Fast and scalable Gaussian process modeling with applications to astronomical time series
- DHP Framework: Digital Health Passports Using Blockchain -- Use case on international tourism during the COVID-19 pandemic
- On detecting terrestrial planets with timing of giant planet transits
- EXOFAST: A fast exoplanetary fitting suite in IDL
- Planets and Stellar Activity: Hide and Seek in the CoRoT-7 system
- Parameter Estimation from Time-Series Data with Correlated Errors: A Wavelet-Based Method and its Application to Transit Light Curves
- Binning is sinning: morphological light-curve distortions due to finite integration time
- The CHEOPS mission
- Kepler Data Validation II -- Transit Model Fitting and Multiple-Planet Search
- PyTransit: Fast and Easy Exoplanet Transit Modelling in Python
- Transit Timing Observations from Kepler. VIII Catalog of Transit Timing Measurements of the First Twelve Quarters
- Evidence for a Large Exomoon Orbiting Kepler-1625b
- Analytic Planetary Transit Light Curves and Derivatives for Stars with Polynomial Limb Darkening
- FITSH -- a software package for image processing
- Using the Sun to estimate Earth-like planets detection capabilities.I. Impact of cold spots
- The effect of stellar limb darkening values on the accuracy of the planet radii derived from photometric transit observations
- Transit timing variations in WASP-10b induced by stellar activity?
- Determination of the size, mass, and density of "exomoons" from photometric transit timing variations
- Pyaneti: a fast and powerful software suite for multi-planet radial velocity and transit fitting
- Transit timing variations in eccentric hierarchical triple exoplanetary systems. I. Perturbations on the time-scale of the orbital period of the perturber
- SOAP-T: A tool to study the light-curve and radial velocity of a system with a transiting planet and a rotating spotted star
- Multiple planets or exomoons in Kepler hot Jupiter systems with transit timing variations?
- Time variation of Kepler transits induced by stellar rotating spots - a way to distinguish between prograde and retrograde motion I. Theory
- Pulsation analysis and its impact on primary transit modeling in WASP-33
- The power of wavelets in analysis of transit and phase curves in presence of stellar variability and instrumental noise I. Method and validation
- Stellar pulsation and granulation as noise sources in exoplanet transit spectroscopy in the ARIEL space mission
- An Investigation into Exoplanet Transits and Uncertainties
Cited by in corpus (9)
- The power of wavelets in analysis of transit and phase curves in presence of stellar variability and instrumental noise I. Method and validation
- Characterizing WASP-43b's interior structure: unveiling tidal decay and apsidal motion
- The phase curve of the ultra-hot Jupiter WASP-167b as seen by TESS
- Discovery of a substellar companion in the TESS light curve of the Scuti/ Doradus hybrid pulsator HD 31221
- Stellar pulsations interfering with the transit light curve: configurations with false positive misalignment
- CHEOPS observations confirm nodal precession in the WASP-33 system
- The CHEOPS view of HD 95338b: refined transit parameters, and a search for exomoons
- Detection of a peculiar noise type in the TESS "fast" light curves
- Life in the dark: Potential urability of moons of rogue planets