AI Data Analysis/PEPR-Origins

AI Data Analysis or Analysis of Astrophysical Observations Using Artificial Intelligence
ANR Project under the PEPR Origins Program

The project (kick-off meeting on September 6, 2024) aims to combine artificial intelligence with advanced signal processing techniques to jointly analyze multivariate measurements (spatial, spectral, temporal) by incorporating physics, instrumental models, and knowledge derived from archives of past observations. Particular emphasis will be placed on the automatic estimation of instrumental parameters and algorithms to improve the robustness of the processing, and on the characterization of uncertainties, sensitivity limits, and false alarm probabilities, which are essential for the astrophysical interpretation of the results—in this case, for the team’s high-contrast imaging work.