Why EOFs ? |
Why EOFs ? outline |
Background in meteorology |
E N Lorenz : EOFs and dynamical systems |
E N Lorenz (continued) |
1 dimensional example: sample over time |
1 dimensional example BurgerŐs equation |
1 dimensional example (cont.) |
Slide 9 |
EOFs and PCs |
Looking for variance structure: taxonomy in climate |
Looking for structure: taxonomy |
Looking for dynamical structure: bump hunting |
Slide 14 |
Looking for predictable structure |
1 dimensional example BurgerŐs equation |
1 dimensional example (cont.) |
Dimension reduction:EOF basis |
Sampling strategies for small samples in high dimensional systems: dimension reduction |
Bred vectors and Singular vectors |
Concluding remarks |