Weather, climate and the air we breathe - WMO
Weather, climate and the air we breathe - WMO
Weather, climate and the air we breathe - WMO
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63 h targeted at venues in Beijing<br />
sho<strong>we</strong>d that:<br />
•<br />
•<br />
•<br />
•<br />
•<br />
Forecasters largely depended on<br />
<strong>the</strong> guidance provided; <strong>the</strong>y could<br />
make merit-based judgments <strong>and</strong><br />
amendments;<br />
The quantitative precipitation<br />
forecast is <strong>the</strong> most difficult one<br />
in forecast elements, especially<br />
when it relates to specific location<br />
<strong>and</strong> time;<br />
Forecasters’ skills in temperature,<br />
relative humidity <strong>and</strong> wind speed<br />
<strong>we</strong>re slightly better than forecast<br />
guidance, but <strong>the</strong>ir skills for<br />
precipitation <strong>and</strong> wind direction<br />
<strong>we</strong>re more or less equivalent to<br />
<strong>the</strong> guidance on average;<br />
The accuracy rate of three-hourly<br />
relative humidity forecasts issued<br />
by forecasters, with bias less than<br />
10 per cent against observation,<br />
was about 70 per cent within<br />
24 h, 65 per cent in 24-48 h, <strong>and</strong><br />
55 per cent beyond 48 h. The<br />
mean absolute error of threehourly<br />
temperature forecasts was<br />
about 1.7°C within 24 h, 2.0°C in<br />
24-48 h, <strong>and</strong> 2.2°C beyond 48 h<br />
(see Figures 3 <strong>and</strong> 4);<br />
Comparing <strong>the</strong> performance of<br />
venue three-hourly precipitation<br />
forecasts using <strong>the</strong> threat score<br />
(TS), forecasters had higher skill<br />
than support vector machine<br />
guidance, but <strong>the</strong> skill decreased<br />
with valid time (TS around 0.1-0.2<br />
within 24 h, <strong>and</strong> 0.07-0.13 in 24 h-<br />
63 h against TS of support vector<br />
machine guidance less than 0.1<br />
in 0-63 h). It is noticeable that<br />
TS of three-hourly venue rainfall<br />
guidance within a 24-h valid time<br />
from BJ-RUC had <strong>the</strong> highest TS<br />
among <strong>the</strong> three. Ho<strong>we</strong>ver, its<br />
unstable performance on different<br />
runs during <strong>the</strong> daily cycle did not<br />
give forecasters <strong>the</strong> confidence<br />
to rely on it more.<br />
Responses to a satisfaction survey<br />
sho<strong>we</strong>d that users such as BOCOG<br />
Forecast accuracy (%)<br />
100<br />
80<br />
60<br />
40<br />
20<br />
0<br />
3 6 9 12 15 18 21 24 27 30 33 36 39 42 45 48 51 54 57 60 63<br />
Hour<br />
Figure 3 — Forecast accuracy rate of relative humidity (bias