sequential MCMC method for data assimilation
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Updated
Apr 25, 2024 - Python
sequential MCMC method for data assimilation
An adjointable cardiac mechanics data assimilator.
dart is a simple dart throwing simulator with random inaccuracies used for prototyping data assimilation and inverse problems
5 types of Kalman Filters and examples.
Source code and data for the paper "Data Assimilation in Large Prandtl Rayleigh-Bénard Convection from Thermal Measurements" by A. Farhat, N. E. Glatt-Holtz, V. R. Martinez, S. A. McQuarrie, and J. P. Whitehead.
Data Assimilation with ML/DL methods
FEniCS implementation of the numerical method introduced in the paper E. Burman, M. Nechita and L. Oksanen, Unique continuation for the Helmholtz equation using stabilized finite element methods, J. Math. Pures Appl., 2019.
A simulated experiment to test novel applications of ensemble filtering methods to adjust for misreported time in weather prediction.
Nino-Ruiz, Elias D., and Sebastian Racedo Valbuena. "TEDA: A Computational Toolbox for Teaching Ensemble Based Data Assimilation." Computational Science–ICCS 2022: 22nd International Conference, London, UK, June 21–23, 2022, Proceedings, Part IV. Cham: Springer International Publishing, 2022.
A Python-based Blended sEamLess soLver for Atmospheric dynamics coupled to an ensemble data assimilation engine
Nonlinear, sub-pixel correction for geophysical interpolation
Simple Reservoir Simulator and ESMDA
A library for both Simulation and INference of dynamical systems. Maintained by @alcrene
DAHSI code package for model selection with hidden variables
Cryospheric Monitoring and Prediction Online
This is a basic python interface to CRTM v2.3.0.
Pre- and post-processing for MIKE FM Data Assimilation
An AOT-based algorithm to estimate multiple unknown parameters in the Kuramoto-Saviashinski equation. Source code for the paper "Concurrent Multiparameter Learning Demonstrated on the Kuramoto-Sivashinsky Equation" by Pachev, Whitehead, and McQuarrie.
Estimating observation and model errors in ocean data assimilation
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