|
Using the 1948-2001
NCEP/NCAR reanalysis dataset, an objective ensemble analog system is
employed to produce 3-yr forecasts of tropical 1000-500hPa thickness
anomalies for each day in a 51-yr period (1948-1998). When averaged
over the entire 51-yr period, the analog system is more skillful that
either climatology or persistence out to 25 months.
Examination of the analog systems' skill within the 51-yr period reveals
that the analog system is capable of predicting the onset, evolution,
and end of major thickness anomalies even when the initial conditions
are near climatology. For example, the analog system forecasts both
the formation and decay of the major 1982-1983 thickness anomaly (associated
with El Nino) when starting from early-mid 1982 initial conditions,
i.e., 5-12 months prior to the onset and end, respectively, of the El
Nino event. The forecasting system provided similar 5-12 month lead
times on the formation and decay of major thickness anomalies for the
1987, 1990 and 1998 El Nino events. The development and maintenance
of major La Nina events (e.g. 1955-1956) were also predicted. Moreover,
the system exhibited periods of considerable forecast skill during neutral
ENSO events (e.g., 1979-1980), suggesting that the analog method is
successful at anticipating significant tropical thickness anomalies
other than those driven by ENSO.
Once an optimal ensemble
of analog matching dates is determined, analog forecasts can be created
for any variable (e.g., temperature, precipitation, wind speed, visibility,
cloud cover, etc.) for which there is a historical record for the same
period from which the analogs are extracted. A preliminary test to extract
temperature and precipitation forecasts for San Diego (an ENSO-sensitive
city) was conducted. Analog forecast skill was found for moderate ENSO
cycles, with the best skill observed during the 1983 and 1998 El Nino
events.
It is emphasized
that the analog system designed for these preliminary experiments is
rudimentary at best. Therefore, there may be great potential for improvement.
In particular, it is expected that further enhancements and customization
of the analog matching technique in the mid and high latitudes will
lead to increased forecast skill over climatology in locations outside
the tropics and during non-ENSO related events.
Finally, in addition
to presenting analog forecasts for historical events, forecasts for
the next six months (based on analogs of December 2002 and January 2003)
will be presented.
|