DIFFICE-jax: Differentiable neural-network solver for data assimilation of ice shelves in JAX

Python MATLAB Jupyter Notebook Submitted 09 July 2024Published 01 May 2025
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Editor: @AnjaliSandip (all papers)
Reviewers: @daniel-cheng (all reviews), @RahulSundar (all reviews)

Authors

Yongji Wang (0000-0002-3987-9038), Ching-Yao Lai (0000-0002-6552-7546)

Citation

Wang et al., (2025). DIFFICE-jax: Differentiable neural-network solver for data assimilation of ice shelves in JAX. Journal of Open Source Software, 10(109), 7254, https://doi.org/10.21105/joss.07254

@article{Wang2025, doi = {10.21105/joss.07254}, url = {https://doi.org/10.21105/joss.07254}, year = {2025}, publisher = {The Open Journal}, volume = {10}, number = {109}, pages = {7254}, author = {Yongji Wang and Ching-Yao Lai}, title = {DIFFICE-jax: Differentiable neural-network solver for data assimilation of ice shelves in JAX}, journal = {Journal of Open Source Software} }
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physics-informed deep learning differentiable solver JAX geophysics data assimilation ice-shelf dynamics

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