Creation of S-M-Climate
The S-M-Climate is derived from a set of seasonal re-forecasts are created using using the same calendar start dates for each of the last 20 years for the same data time of the seasonal run itself. The re-forecast runs are at the same resolution as the seasonal run itself (currently 36km) and run over the 7 month or 13 month period of a seasonal forecast
Seasonal re-forecasts for verification
There is merit in examining the real-time performance of a forecasting system. But the sample sizes created for one system are far too small to conclude anything about its true performance levels. Re-forecasts are used to increase the available data to produce a model climate. The results of forecast system may be compared with this model climate.
Re-forecasts are a fundamental component of all seasonal forecasting system; they have two applications:
- seasonal forecast verification metrics are based on the re-forecasts.
- re-forecasts allow computation of the S-M-climate which allows actual forecasts to be converted into an anomaly format. Forecasts in terms of anomalies relative to a model climate (rather than relative to the observed climatology) means that some calibration for model bias and drift into the products is incorporated.
Selection of seasonal re-forecasts
The set of re-forecasts is based on using the same calendar start date (the 1st of each month) as the seasonal run in question. Re-forecasts are created using the same calendar start dates during the 36 year period: Jan 1981 to Dec 2016. Currently, this is not updated.
The set of re-forecasts is made up from:
- a set of re-forecasts using the same calendar start dates for each of the 36 year period: Jan 1981 to Dec 2016.
- each re-forecast is from an 25-member ensemble (all perturbed members) run over a 7-month forecast period for monthly runs, and a 13-month forecast period for quarterly runs.
In total, each set of re-forecasts consists of 36 years x 1 runs x 25 ensemble members = 900 re-forecast values. These are available for each forecast parameter, forecast lead-time, month, location, at forecast intervals of 6 hours. This is used to define the S-M-climate.
The number of re-forecasts, and overall all near to the current date, is justified:
- to be compatible with other seasonal forecast products provided through the auspices of Copernicus (this is their standard re-forecast period).
- to be more compatible with "current climate" (which is changing primarily due to global warming).
The S-M-climate is used in association with the seasonal ensemble forecast:
- to highlight significant monthly anomalies of forecast parameters (2m temperature, 500 hPa height, 850 hPa temperature, mean sea level pressure, precipitation) from the norm for a given location and time of year.