BAMOS Vol 31 No.2 June 2018 | Page 20

BAMOS Jun 2018 20 Position Statement continued... meteorologist Edward Lorenz to develop the mathematical theory of chaos. Two of the characteristics of a chaotic system are that its behaviour is not periodic and that its evolution depends very strongly on the initial conditions. Although the limits on predictability depend on the scale of the weather system, one of the implications of Lorenz’s work is that there is a limit of about two weeks on the predictability of the synoptic weather systems in the middle and higher latitudes. However, the time limit for predictability in the tropics is less well defined. One way to make more useful forecasts in the face of this sensitivity is to make a number of separate forecasts, each forecast starting from a slightly different estimate of the current state, but with each estimate lying within the range of the observational uncertainty. By encompassing the range of possible initial conditions the resulting forecasts should encompass the range of possible outcomes, thereby providing an error bar on the forecast. This process is known as ensemble forecasting, and the forecasts so produced are probabilistic. In other words, the forecast is not a single, specific forecast, but instead can be used to estimate the probability of a particular outcome (for example, rain exceeding a certain amount). Figure 3. Verification skill scores for 72 hour predictions from