Skip to main content
Have a personal or library account? Click to login
Ensemble-based approximation of observation impact using an observation-based verification metric Cover

Ensemble-based approximation of observation impact using an observation-based verification metric

Open Access
|Dec 2016

Figures & Tables

Fig. 1

Sums over the 3-days experimental period. (a): Approximated observation impact. (b): σb o . (c): Number of observations. AIREP: Aircraft, PROF: Wind profiler, SYNOP: Surface stations, TEMP: Radiosondes. Verified with all quality-controlled observations between 3 and 6 hours forecast lead time.

Table 1. Number of stations that correspond to one wind profiler in the sense of observation impact

AIREPSYNOPTEMP
1347316
Fig. 2

Relative impact of different observed variables: Total impact for each observed variable divided by the respective number of observations and by the impact of all observations. Additionally red bars show the corresponding negative σ b o .

Fig. 3

Total impact summed over the experimental period for each observing station.

Fig. 4

Approximated observation impact summed over the experimental period using different observation types for verification.

Table 2. Impact estimates using different verification norms based on eqs. (4) and (7) and surface pressure observations ( J PS ). Numbers in subscript denote the verification weights α [eq. (8)] for AIREP/PROF/SYNOP/TEMP

Verification normAIREP impactPROF impactSYNOP impactTEMP impact
J (7)11.90 %27.29 %53.07 %7.73 %J~25/25/25/25 (8)26.72 %31.09 %29.70 %12.49 %J~30/30/30/10 (8)29.14 %33.91 %32.40 %4.54 %J PS 36.58 %−1.35 %48.74 %16.03 %
Fig. 5

Same as figure 2, but using verification in model space.

Fig. 6

Histogram of observation impact values (green) with mean value (red) and fitted stretched exponential (blue).

Table 3. Unfitted impact, fitted impact and their ratio

AIREPPROFSYNOPTEMP
Unfitted impact−0.0094491−0.021665−0.042126−0.0061346Fitted impact−0.0094963−0.0095535−0.042357−0.0072236Ratio0.995032.26770.994550.84924
Fig. 7

Cumulative distribution function of observation impact from experiment (green) and fit (blue).

Fig. 8

Time series of the impact of the Cabauw wind profiler (PROF).

Fig. 9

Unfitted, fitted and data denial (OSE) observation impact summed over the experimental period.

Language: English
Page range: 27885 - 27885
Submitted on: Mar 16, 2016
Accepted on: Jun 1, 2016
Published on: Dec 1, 2016
Published by: Stockholm University Press
In partnership with: Paradigm Publishing Services

© 2016 Matthias Sommer, Martin Weissmann, published by Stockholm University Press
This work is licensed under the Creative Commons Attribution 4.0 License.