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 in the solar wind (magnetospheres, plasma environments and space weather) |
| 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 | Classification of meteors based on their lightcurves (small bodies, asteroids & comets) |
| GMAP | Automatic recognition and analysis of planetary surface features (planetary surfaces/compositions/interiors) |
| IWF-OEAW | Detection and classification of CMEs in in-situ solar wind data (magnetospheres, plasma environments and space weather) |
| LMSU | Search for magnetopause/shockwave crossings around Mercury based on MESSENGER data (magnetospheres, plasma environments and space weather) |