ML PORTAL

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Science Cases

During the proposal phase of Europlanet 2024 RI, the scientific community was asked to submit so-called science cases - problems where machine learning approaches seem promising. The following science cases where selected and are now worked on in our work package.

Proposer	Science Case
IAP-CAS	Detection of plasma boundary crossings at planetary magnetospheres and solar wind (magnetospheres, plasma environments and space weather)
IAP-CAS	Classification of plasma wave emissions in electromagnetic spectra (planetary and solar radio emissions)
INAF	Mineral identification via reflectance spectra (planetary surfaces/compositions/interiors) [possible applications foreseen in GMAP]
DLR	Classification of surface composition on the surface of Mercury (planetary surfaces/compositions/interiors) [resulting data products can be used for GMAP]
AOP	Abundance of asteroids in Earth-like orbits from STEREO images (small bodies, asteroids & comets)
GMAP	Automatic recognition and analysis of planetary surface features (planetary surfaces/compositions/interiors)
IWF-OEAW	Detection and classification of CMEs and CIRs in in-situ solar wind data (magnetospheres, plasma environments and space weather)
LMSU	Search for magnetopause/shockwave crossings on Mercury based on MESSENGER data (magnetospheres, plasma environments and space weather)