Fast identification of transits from light-curves
arXiv:astro-ph/0502301 · doi:10.1111/j.1365-2966.2005.09305.x
Abstract
We present an algorithm that allows fast and efficient detection of transits, including planetary transits, from light-curves. The method is based on building an ensemble of fiducial models and compressing the data using the MOPED algorithm. We describe the method and demonstrate its efficiency by finding planet-like transits in simulated Pan-STARRS light-curves. We show that that our method is independent of the size of the search space of transit parameters. In large sets of light-curves, we achieve speed up factors of order of times over the full search. We discuss how the algorithm can be used in forthcoming large surveys like Pan-STARRS and LSST and how it may be optimized for future space missions like Kepler and COROT where most of the processing must be done on board.
9 pages, 9 figures
References in corpus (15)
- Detection of Planetary Transits Across a Sun-like Star
- Detection of an Extrasolar Planet Atmosphere
- A box-fitting algorithm in the search for periodic transits
- TrES-1: The Transiting Planet of a Bright K0V Star
- Massive Lossless Data Compression and Multiple Parameter Estimation from Galaxy Spectra
- Testing blend scenarios for extrasolar transiting planet candidates. I. -- OGLE-TR-33: a false positive
- Observational Limits on Terrestrial-Sized Inner Planets Around the CM Draconis System Using the Photometric Transit Method with a Matched-Filter Algorithm
- A planet-sized transiting star around OGLE-TR-122 - Accurate mass and radius near the Hydrogen-burning limit
- Planets in Stellar Clusters Extensive Search. I. Discovery of 47 Low-amplitude Variables in the Metal-rich Cluster NGC 6791 with Millimagnitude Image Subtraction Photometry
- High-resolution spectroscopic follow-up of OGLE planetary transit candidates in the Galactic bulge: two possible Jupiter-mass planets and two blends
- A rigorous comparison of different planet detection algorithms
- The EXPLORE Project I: A Deep Search for Transiting Extrasolar Planets
- Searching for Planetary Transits in the Field of Open Cluster NGC 6819 - I
- A modified version of the Gregory-Loredo method for Bayesian periodic signal detection
- An algorithm to detect blends with eclipsing binaries in planet transit searches
Cited by in corpus (22)
- HAT-P-11b: A Super-Neptune Planet Transiting a Bright K Star in the Kepler Field
- A fast hybrid algorithm for exoplanetary transit searches
- Analytic Approximations for Transit Light Curve Observables, Uncertainties, and Covariances
- Massive optimal data compression and density estimation for scalable, likelihood-free inference in cosmology
- Automatic physical inference with information maximising neural networks
- Generalized massive optimal data compression
- prose: A Python framework for modular astronomical images processing
- A study of the performance of the transit detection tool DST in space-based surveys. Application of the CoRoT pipeline to Kepler data
- Data compression in cosmology: A compressed likelihood for Planck data
- An Information Theoretic Algorithm for Finding Periodicities in Stellar Light Curves
- Nonparametric Bayesian Estimation of Periodic Functions
- Potential Biases in the Detection of Planetary Systems with Large Transit Timing Variations
- Extreme data compression for the CMB
- SuperWASP Observations of the Transiting Extrasolar planet XO-1b
- SuperWASP-North Extrasolar Planet Candidates. Candidates from Fields 17hr < RA < 18hr
- SuperWASP-N Extra-solar Planet Candidates from Fields 06hr < RA < 16hr
- Detecting Variability in Massive Astronomical Time-Series Data II: Variable Candidates in the Northern Sky Variability Survey
- Detecting transits from Earth-sized planets around Sun-like stars
- An investigation into the Multiple Optimised Parameter Estimation and Data compression algorithm
- Sampling from manifold-restricted distributions using tangent bundle projections
- Experimental design and model selection: The example of exoplanet detection
- Optimal data compression for Lyman- forest cosmology