Marcus Huntemann
Marcus Huntemann is a researcher at the University of Bremen in the Institute of Environmental Physics. He works with Julia since since 2015 in various applications mainly involving geophysical modeling, image processing and Geophysical retrievals from satellite observations.
Session
08-14
12:45
15min
MemlsRetrieval.jl: Fast Snow and Sea-Ice Microwave Emission Modeling for Inversion
Marcus Huntemann
MemlsRetrieval.jl is a Julia reimplementation of the Microwave Emission Model of Layered Snowpacks (MEMLS). It leverages Julia’s type system and generic input types to evaluate typical forward simulations in microseconds with zero allocations while remaining fully differentiable. MemlsRetrieval.jl has been successfully combined with other models in an optimal estimation framework for the retrieval of geophysical parameters from satellite observations.
Differentiable Computational Models and their Applications
Room 6