8.1Score definitions
The following definitions should be used
Mean error error
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M = \frac{1}{M_w} \sum_{i=1}^n w_i (x_f - x_v)_i |
where the sum of the weights
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M_w = \sum_{i=1}^n w_i |
Root mean square (rms) error
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rms = \sqrt {\frac{1}{M_w} \sum_{i=1}^n w_i (x_f - x_v)_i^2 } |
Correlation coefficient between forecast and analysis anomalies
rms vector wind error
Mean absolute error
rms anomaly
standard deviation of field where
S1 score
Where:
=the forecast value of the parameter in question
=the corresponding verifying value
=the climatological value of the parameter
=the number of grid points or observations in the verification area
=the mean value over the verification area of the forecast
anomalies from climate
=the mean value over the verification area of the analysed
anomalies from climate
=the forecast wind vector
=
=
where the differentiation is approximated by differences computed on the verification grid.
The weights applied at each grid point or observation location are defined as
Verification against analyses: , cosine of latitude at grid point i
Verification against observations: , all observations have equal weight
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r = \frac{\sum_{i=1}^n w_i (x_f-x_c-M_{f,c})_i (x_v-x_c-M_{v,c})_i}{\sqrt{\left(\sum_{i=1}^n w_i (x_f-x_c-M_{f,c})_i^2 \right) \left(\sum_{i=1}^n w_i (x_v-x_c-M_{v,c})_i^2 \right) }} |
rms vector wind error
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rms = \sqrt {\frac{1}{M_w} \sum_{i=1}^n w_i (\vec{V}_f - \vec{V}_v)_i^2 } |
Mean absolute error
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MAE = \frac{1}{M_w} \sum_{i=1}^n w_i | x_f - x_v |_i |
rms anomaly
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rmsa = \sqrt {\frac{1}{M_w} \sum_{i=1}^n w_i (x - x_c)_i^2 } |
standard deviation of field
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sd = \sqrt {\frac{1}{S_w} \sum_{i=1}^n w_i (x - M_x)_i^2 } |
where
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M_x = \frac{1}{M_w} \sum_{i=1}^n w_i x_i |
S1 score
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S_1 = 100 \frac{\sum_{i=1}^n w_i (e_g)_i}{\sum_{i=1}^n w_i (G_L)_i} |
Where:
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x_f |
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x_v |
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x_c |
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M_{f,c} |
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M_{v,c} |
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\vec{V}_f |
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\vec{V}_v |
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