Automated Exoplanet Transit Light Curve Processing Pipeline

This paper presents an automated pipeline for processing exoplanet transit light curves with improved denoising and quality classification capabilities. Our machine learning approach combines wavelet denoising, outlier detection, and random forest classification to automatically identify high quality transit signals while rejecting systematic artifacts. Testing on synthetic and archival datasets demonstrates significant improvements in signal-to-noise ratio and detection completeness compared to traditional methods.

Publication Details

Journal
George Mason University
Published
2025-10-16
DOI
https://doi.org/10.13021/mars/15192
Primary Topic
Economic theories and models
Type
article
Field-Weighted Citation Impact
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article

Automated Exoplanet Transit Light Curve Processing Pipeline

George Mason University
Economic theories and models
article

Automated Exoplanet Transit Light Curve Processing Pipeline

article en

Abstract

This paper presents an automated pipeline for processing exoplanet transit light curves with improved denoising and quality classification capabilities. Our machine learning approach combines wavelet denoising, outlier detection, and random forest classification to automatically identify high quality transit signals while rejecting systematic artifacts. Testing on synthetic and archival datasets demonstrates significant improvements in signal-to-noise ratio and detection completeness compared to traditional methods.

George Mason University
Life in Land
Openalex Percentile: Top 32%
Economic theories and models
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Automated Exoplanet Transit Light Curve Processing Pipeline · George Mason University (2025) | TGRS Research Map | TGRS