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Whitepaper #016 in the Decadal Survey for Solar and Space Physics (Heliophysics) 2024-2033. Main topics: basic research; infrastructure/workforce/other programmatic. Additional topics: other basic research; system science; research tools and infrastructure.
This white paper outlines how we would like to see ML rise to the same level as Theory, Experiment, and Modeling within Heliophysics, particularly when it comes to PI-led mission design. We provide a vision of how the Heliophysics System Observatory can achieve these needs with suggestions of how to incorporate ML into ground and in-flight operations and to utilize past mission data.