23.12.2014 Views

Petra Friederichs - Chair of Statistics STAT

Petra Friederichs - Chair of Statistics STAT

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Mesoscale Weather Prediction<br />

Statistical Postprocessing<br />

Applications<br />

Conclusions and Challenges<br />

Semi-Parametric Approaches<br />

Parametric Approaches<br />

Forecast Verification: Proper Scoring Rules<br />

Parametric approach – Wind gusts<br />

probability<br />

1.0<br />

0.8<br />

0.6<br />

0.4<br />

0.2<br />

F(1)<br />

F(10)<br />

density<br />

1.0<br />

0.8<br />

0.6<br />

0.4<br />

0.2<br />

quantile [mm/12h]<br />

50<br />

10<br />

3<br />

1<br />

0.3<br />

0.5 quantile<br />

0.75 quantile<br />

0.95 quantile<br />

0.0<br />

0.0<br />

0.1<br />

0.1 0.3 1 3 10 50<br />

rain [mm/12h]<br />

0.1 0.3 1 3 10 50<br />

rain [mm/12h]<br />

0.0 0.2 0.4 0.6 0.8 1.0<br />

probability<br />

◮ Mixture model: Y ∼ F y (y; Θ) with Θ = Θ(X)<br />

F y (y; Θ) = F GEV (y|Θ)<br />

P.<strong>Friederichs</strong> Extreme weather 16 / 45

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