Machine Learning for Exoplanet Detection in High-Contrast Spectroscopy: Revealing Exoplanets by Leveraging Hidden Molecular Signatures in Cross-Correlated Spectra with Convolutional Neural Networks.
Emily O. GarvinMarkus J. BonseJean HayozGabriele CugnoJonas SpillerPolychronis A. PatapisDominique Petit Dit de la RocheRakesh Nath-RangaOlivier AbsilNicolai F. MeinshausenSascha P. QuanzPublished in: CoRR (2024)
Keyphrases
- high contrast
- machine learning
- convolutional neural networks
- low contrast
- raman spectra
- false alarms
- object detection
- automatic detection
- x ray
- detection method
- spectral data
- machine learning algorithms
- detection algorithm
- pattern recognition
- decision trees
- computer vision
- data mining
- infrared
- event detection
- information extraction
- high quality
- three dimensional
- convolutional network
- text classification
- detection rate
- natural language processing