Tags: ODINN-SciML/ODINN.jl
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UDEs working with experiment with different MB (#122) Fixed a few bugs in the UDE workflow. The UDEs work suprisingly well with a different MB model. This means that using surface velocities is really a well proxy, which is robust to changes in surface elevation.
## ODINN v0.1.0 First release **Closed issues:** - Implicit method needed to solve the SIA (#1) - Global Parameter setting file (#3) - Mass balance needs to be added in small timesteps in forward model (#4) - Use Sparse Arrays for glacier matrices (#5) - Create fake A(ELA) function (#6) - Generate training dataset with fake A function (#7) - Train UDE on A for the SIA PDE (#8) - A as a function of long-term temperature (#9) - LoadError: Mutating arrays is not supported using Zygote (#10) - Include different numerical methods in the DE solvers and add them as parameter options. (#11) - Initialize UA with stable value (#13) - Physical constrains in the NN (#17) - Investigate use of batches for UDE training (#18) - Optimize code with `SparseArrays` (#19) - Loss function using surface velocities (#20) - Parallelize ice flow model (#21) - Use initial glacier conditions from OGGM (#25) - Formalize Python and OGGM installation and folder structure (#30) - UDE not training with OGGM initial state (#31) - Train on multiple glaciers (#35) **Merged pull requests:** - Staggered grid keeps original size(H) (#12) (@JordiBolibar) - Backpropagation working with Tullio + damping ongoing (#14) (@JordiBolibar) - Diffeqops merge with other branch (#15) (@JordiBolibar) - Missing dependency added (#23) (@JordiBolibar) - Training UDEs with ice velocities (`V`) (#24) (@JordiBolibar) - Corrections of surface velocity + minor changes (#26) (@facusapienza21) - ODINN integrated with OGGM (#27) (@JordiBolibar) - Combined loss function with `H` and `V` (#28) (@JordiBolibar) - Benchmarks added + attempt to normalize loss function (#32) (@JordiBolibar) - Huge speed-up + Cuffey and Paterson `A` fake law + Real climate data (#37) (@JordiBolibar) - Training UDEs with any glacier on Earth (#39) (@JordiBolibar) - Retraining of UDEs + pretty dataset plots (#41) (@JordiBolibar) - Notebooks moved to separate repository (#42) (@JordiBolibar) - First release (#44) (@JordiBolibar) - Small error fix + repo structural changes (#45) (@JordiBolibar) - First release (#46) (@JordiBolibar) - Small error fix + docstrings added for many functions (#47) (@JordiBolibar) - Compat added to Project.toml and small fix (#48) (@JordiBolibar) - Compat change for package release (#49) (@JordiBolibar) - Project fix for package release (#50) (@JordiBolibar) - Fix on Project.toml for first release (#51) (@JordiBolibar) - First release (#52) (@JordiBolibar)