Science Autonomy and the ExoMars Mission: Machine Learning to Help Find Life on Mars

Abstract
We use Mars Organic Molecule Analyzer engineering model data to develop mass-spectrometry-focused machine learning techniques. Initial results show that the preliminary categorization could permit autonomous operations, such as prioritizing example data and decisions about retuning parameters for specific samples.