Jodi Mead

Jodi Mead

Professor, Mathematics
Boise State University

Data Assimilation and Climate

Graduate course, African Institute for Mathematical Sciences (AIMS), 2020

This was a three week course prepared for master’s students in mathematical sciences.

Introduction

Notes and exercises by topic:

  • Discrete Energy Balance Model exercises
  • Discrete Energy Balance Model lab
  • Calculus of Variations lab
  • Calculus of Variations exercises
  • Bayesian inference
  • Bayesian inference exercises
  • Regression exercises
  • Maximum Likelihood Estimation activities
  • Maximum Likelihood Estimation lab
  • Stochastic process
  • Stochastic process exercises
  • Kalman Filter
  • Kalman Filter exercises
  • Variational Data Assimilation

    Quizes and Assignments:
  • Calculus of Variation
          Solution
  • MLE and Bayesian
         Solutions: Problem 1 , Problem 2,Problem 3
  • Stochastic process
          Solution
  • Kalman Filter
          Solution
  • 3DVAR and Bayesian Inference
  • 3DVAR
  • Final
         Solutions: Problem 1, Problem 2