Least squares fitting a numerical model to observations

Bruce D. Cornuelle
Scripps Institution of Oceanography

Variational data assimilation is a complicated form of least-squares fitting, but the basic structure remains the same. I will review the theory behind these methods from basic regression through the adjoint method (and Kalman filtering).