Scientists can learn a lot about an exoplanet's surface features from a low-resolution image. A new study uses 'sparse modelling' to do it.
is a polychromatic camera on the DSCOVR satellite. EPIC is a powerful tool that provides detailed measurements of ozone, aerosols, cloud reflectivity, cloud height, vegetation properties, and UV radiation estimates at the Earth’s surface. The researchers “dumbed down” all this detailed data on Earth’s surface as if it was a distant exoplanet they were looking at.
is the inferred surface distribution from a “dumbed down” Earth as it might appear from a great distance, and is the spectra. are what the team’s sparse modelling reveals from that spectra. clearly traces the vegetated parts of the continents while leaving out desert areas. shows land without vegetation, where the Sahara desert is prominent, and shows the oceans. Image Credit: Kuwata et al. 2022.
This figure from the study compares the team’s sparse modelling results with results from Tikhonov regularization. Image Credit: Kuwata et al. 2022.
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