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icesee

ICESEE (Ice Sheet State and Parameter Estimator) is a data assimilation software framework designed for coupling with ice sheet models such as ISSM, Icepack, and idealized models like Lorenz-96. It provides a modular, extensible platform for applying ensemble-based data assimilation techniques in glaciological modeling and beyond.

https://github.com/icesee-project/icesee

Science Score: 44.0%

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    CITATION.cff file
    Found CITATION.cff file
  • ✓
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    Found codemeta.json file
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    .zenodo.json file
    Found .zenodo.json file
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  • ○
    Scientific vocabulary similarity
    Low similarity (12.0%) to scientific vocabulary

Scientific Fields

Mathematics Computer Science - 84% confidence
Last synced: 4 months ago · JSON representation ·

Repository

ICESEE (Ice Sheet State and Parameter Estimator) is a data assimilation software framework designed for coupling with ice sheet models such as ISSM, Icepack, and idealized models like Lorenz-96. It provides a modular, extensible platform for applying ensemble-based data assimilation techniques in glaciological modeling and beyond.

Basic Info
Statistics
  • Stars: 0
  • Watchers: 1
  • Forks: 1
  • Open Issues: 0
  • Releases: 0
Created 8 months ago · Last pushed 5 months ago
Metadata Files
Readme Citation

README.md

ICESEE

ICESEE (ICE ShEet state and parameter Estimator) is a data assimilation software framework designed for coupling with ice sheet models such as ISSM, Icepack, and idealized models like Lorenz-96. It provides a modular, extensible platform for applying ensemble-based data assimilation techniques in glaciological modeling and beyond.

What is ICESEE?

ICESEE simplifies the implementation of advanced data assimilation workflows—such as the Ensemble Kalman Filter (EnKF) and its variants—across a range of geophysical models. It is designed with:

  • A modular Python interface
  • Seamless integration with external model codes (MATLAB, Firedrake, ISSM, etc.)
  • Support for high-performance computing and containerized workflows
  • Scalability for future integration with cloud platforms like AWS and portals like GHUB

Getting Started

To get started with ICESEE:

Supported Models

  • icepack: PDE-based modeling with Firedrake
  • issm: Finite-element ice sheet modeling (via MATLAB interface)
  • lorenz96: Idealized nonlinear DA benchmarking
  • flowline_model: Simple ice flow simulation

Documentation

Explore the Wiki to find:

  • Configuration and setup tips
  • How to implement new models
  • How to extend or modify filters
  • Debugging common issues

Future Plans

  • Integration with AWS for scalable cloud computing.
  • Incorporation into the GHUB online ice sheet platform with enhanced features.

For questions or contributions, please open an issue or pull request on the GitHub repository or contact me at bkyanjo3@gatech.edu

Owner

  • Name: ICESEE
  • Login: ICESEE-project
  • Kind: user
  • Location: Atlanta, Georgia
  • Company: Georgia Institute of Technology

Ice Sheet State and Parameter Estimator (ICESEE)

Citation (CITATION.cff) 

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
- family-names: "Kyanjo"
  given-names: "Brian"
  orcid: "https://orcid.org/0000-0002-0995-1051"
- family-names: "Robel"
  given-names: "Alexander"
  orcid: "https://orcid.org/0000-0003-4520-0105"
title: "ICESEE: A state-of-the-art data assimilation software package for coupling ice sheet models."
version: 1.0.0
#doi: 10.5281/zenodo.1234
date-released: 2025-07-18
url: "https://github.com/ICESEE-project/ICESEE"

GitHub Events

Total
  • Delete event: 2
  • Member event: 2
  • Push event: 81
  • Pull request event: 24
  • Gollum event: 12
  • Fork event: 1
Last Year
  • Delete event: 2
  • Member event: 2
  • Push event: 81
  • Pull request event: 24
  • Gollum event: 12
  • Fork event: 1

Dependencies

.github/workflows/main.yml actions
  • actions/checkout v3 composite
  • actions/setup-python v4 composite
external_requirements.txt pypi
pyproject.toml pypi
requirements.txt pypi
  • Cython *
  • bigmpi4py ==1.2.4
  • dask *
  • h5py *
  • jax ==0.5.3
  • jaxlib ==0.5.3
  • jaxopt ==0.8.3
  • jaxtyping ==0.3.0
  • jupyter >=1.1.1
  • matplotlib >=3.10.0
  • mpi4py ==4.0.1
  • numpy *
  • pandas >=2.2.3
  • psutil ==6.1.1
  • pyyaml *
  • ray *
  • scipy >=1.15.1
  • tqdm ==4.67.1
setup.py pypi
src/EnKF/cython_enkf/setup.py pypi