الفهرس | Only 14 pages are availabe for public view |
Abstract Department An empirical modification of the barotropic dynamics framework is attempted in this work. Using the conservation of potential vorticity, we construct generalized spectral barotropic operators that apply at a single isentropic level. An effective squared wavenumber is calculated by performing linear regression of each spherical harmonic component of potential vorticity against the corresponding component of streamfunction. Four types of predictability experiments with different types of initial and boundary conditions were verified against model data and reanalysis to determine perfect as well as real world forecast skill. Spatial maps and vertical cross sections of predictability at different lead times were analyzed to document the varying influence of initial and boundary conditions on predictability. It was found that the atmosphere was remarkably sensitive to initial conditions on the week 3-6 forecast range. Particularly, the troposphere over Antarctica, the region over the tropical Indian Ocean, and the lower stratosphere were affected. The generalized model is scrutinized in terms of its normal, optimal and singular modes. It is found that the empirically modified models are more stable than the ones of the barotropic model. In addition, their optimal modes are more difficult to excite. The singular modes of the modified operator have very similar patterns but explain less variance than the barotropic ones. This is consistent with the difficulty in detecting optimal patterns in observations. We also perform initial value calculations, where ten-day forecasts are made with the model initialized with low-frequency anomalies. The empirical model shows improvement in the skill with respect to the barotropic model. Additionally, one- day forecasts are computed for the generalized and barotropic models. The empirically modified model shows a much closer resemblance to the observed streamfunction tendency than the barotropic one . |