Assimilation techniques (5): Approximate Kalman Filters and Singular Vectors

Contents

1. Introduction
2. Why is the Kalman filter impractical for very large systems?
3. The ensemble Kalman filter
4. Subspaces, projections and Hessian singular vectors
5. The ECMWF reduced-rank Kalman filter
6. Examples
7. References