Code for the data assimilation in the paper The deep latent space particle filter for real-time data assimilation with uncertainty quantification.

Reference for citing the work:

Mücke, Nikolaj T., Sander M. Bohté, and Cornelis W. Oosterlee. "The deep latent space particle filter for real-time data assimilation with uncertainty quantification." Scientific Reports 14.1 (2024): 19447.

BibTex for citing the work:

@article{mucke2024deep,
  title={The deep latent space particle filter for real-time data assimilation with uncertainty quantification},
  author={M{\"u}cke, Nikolaj T and Boht{\'e}, Sander M and Oosterlee, Cornelis W},
  journal={Scientific Reports},
  volume={14},
  number={1},
  pages={19447},
  year={2024},
  publisher={Nature Publishing Group UK London}
}

For the surrogate model code associated with the same paper, see this repository.