/rBA-EnKF

Primary LanguagePythonMIT LicenseMIT

Bias-EnKF


This repository was used in for the publication

Nóvoa, A., Racca, A. & Magri, L. (2023)
Inferring unknown unknowns: Regularized bias-aware ensemble Kalman filter. 
Computer Methods in Applied Mechanics and Engineering, 418, 116502.

Note: this repo is not being maintained. The most recent version which includes tutorials can be found in real-time bias aware DA.


Available filters:

  • EnKF
  • EnSRKF
  • Regularized bias-aware EnKF

Available models:

  • Rijke tube (dimensional with Galerkin discretisation)
  • Van der Pol

Available bias estimator:

  • Echo State Network
  • NoBias