G. Sugihara et al., Residual delay maps unveil global patterns of atmospheric nonlinearity andproduce improved local forecasts, P NAS US, 96(25), 1999, pp. 14210-14215
Citations number
34
Categorie Soggetti
Multidisciplinary
Journal title
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
We use residual-delay maps of observational field date for barometric press
ure to demonstrate the structure of latitudinal gradients in nonlinearity i
n the atmosphere. Nonlinearity is weak and largely lacking in tropical and
subtropical sites and increases rapidly into the temperate regions where th
e time series also appear lo be much noisier. The degree of nonlinearity cl
osely follows the meridional variation of midlatitude storm track frequency
. We extract the specific functional form of this nonlinearity, a V shape i
n the lagged residuals that appears to be a basic feature of midlatitude sy
noptic weather systems associated with frontal passages. We present evidenc
e that this form arises from the relative time scales of high-pressure vers
us low-pressure events. Finally, we show that this nonlinear feature is wea
ker in a well regarded numerical forecast model (European Centre for Medium
-Range Forecasts) because small-scale temporal and spatial variation is smo
othed out in the grided inputs. This is significant, in that it allows us t
o demonstrate how application of statistical corrections based on the resid
ual-delay map may provide marked increases in local forecast accuracy, espe
cially for severe weather systems.