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)
280
2 THE PREDICTION SYSTEM
The model system constructed in this study aims at
predicting surface wind and sea wave in the western
North Pacific. This system consists of two models.
The atmospheric component is the Weather
Research and Forecasting (WRF) model (Skamarock
et al. 2005), while the oceanic component is the
NOAA WaveWatch version 3 (NWW3) model
(NOAA 2002). Given the NCEP aviation forecast as
the initial boundary condition, the WRF with the
145-km grid is first executed to make prediction for
the 80°-160°E, 10°S-50°N domain. Its predictions
are then dynamically downscaled by the second
WRF with a higher spatial resolution, 15-km grid, in
the 100°-150°E, 0°-35°N domain. Later, the 10-m
winds predicted by the second WRF are used as the
boundary conditions for the NWW3 model to
simulate sea wave, focusing on its height and
propagation. This NWW3 model is in a 0.2° grid and
has a spatial domain of 110°-145°E, 5°-35°N. The
model system is designed for predicting typhoon
activities over the western North Pacific.
3 THE MODEL PERFORMANCE
The prediction of Typhoon Bilis (No. 0604) is
selected as the case for examining the model
performance. Bilis formed over the west side of
Guam (141°E, 12°N) on July, 9, 2006, and moved
northwestward across Taiwan to decay over
southeast China on July, 15, 2006. Such a track is
reasonably predicted by the WRF (Fig. 1) in its
24- and 48- hr forecasts.
Fig. 1. The central position of Typhoon Bilis from observed,
initial condition, 24-hr prediction, and 48-hr prediction.
The averaged error in the spatial position of
typhoon center is 99 km in 24-hr forecast and 233
km in 48-hr forecast. These errors are in comparable
magnitudes with the official typhoon forecasts
conducted by weather services in Taiwan, Japan,
China, and USA, which range 94-110 km for 24-hr
forecast and 173-191 km for 48-hr forecast. The
prediction errors in the magnitude of 10-m winds
along the 125°E longitude (15°N, 20°N, 25°N, and
30°N) are evaluated against observations represented
by the NCEP Reanalysis data (Kalnay et al. 1996).
Table 1 reveals that prediction error in wind
magnitude is largest near the center of typhoon track
(20°N), followed by the dangerous semicircle
(typhoon’s right-hand side at 25°N and 30°N), and
smallest in the navigable semicircle (typhoon’s left-
hand side at 15°N).
Table 1. The averaged errors of 10-m wind magnitude for the
initial condition (0 hr), 24-hr prediction, and 48-hr prediction at
4 different meridional locations along the 125°E longitude
(unit: m/s).
bilis(125E) 0hr 24hr 48hr
15N 2.52 1.44 5.00
20N 5.60 4.75 9.35
25N 4.33 4.09 6.95
30N 4.85 3.02 4.57
The spatial pattern of 10-m winds delineate
clearly that wind speed is apparently larger in the
dangerous semicircle than in the navigable
semicircle (Fig. 2).
Fig. 2. The spatial pattern of predicted high wind (≧ 30 knots,
shading) at 10 m from the 24-hr prediction of the WRF model.
Sea level pressure is plotted in contours
Regarding the sea wave, the predicted height of
sea wave is validated against the wave analysis
issued by the Japan Meteorological Agency (JMA).
Its prediction errors (Table 2) are largest in the
dangerous semicircle, followed by the typhoon
center, and smallest in the navigable semicircle.