Perform Data Assimilation on the Simplex. Models an ensemble as a mixture of Dirichlet distributions.
Project description
Simplex Assimilate: Data assimilation on the simplex
Installation
pip install simplex-assimilate
File Structure
simplex_assimilate/
source codesimplex_assimilate/cdf.py
Conditional distribution functions for the mixed dirichlet prior.simplex_assimilate/quantize.py
Convert floating point samples to fixed point representation.simplex_assimilate/dirichlet.py
Model samples on the simplex with a mixture of Dirichlet distributions. Fit parameters by maximum likelihood.simplex_assimilate/transport.py
Optimal transport of samples on the simplex.tests/
unit testscoverage_report/
coverage reports
See Also
- Ice Simplex Assimilate Repository
- Represent an ice thickness distribution as a point on the simplex and perform transport.
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