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Additive Model Perturbations Scaled by Physical Tendencies for Use in Ensemble Prediction Cover

Additive Model Perturbations Scaled by Physical Tendencies for Use in Ensemble Prediction

Open Access
|Nov 2023

Figures & Tables

Figure 1

Model domain and orography.

Figure 2

Impact of the supersaturation limiter on spread and bias of accumulated precipitation forecasts for lead times from 3 to 24 h. Averaging over cases with the mean (over the model domain) daily accumulated precipitation ⩾ 1 mm (left) and ⩾ 8 mm (right).

Figure 3

Spread vs bias of T2m forecasts for lead times from 3 to 24 h. Averaging over cases with the mean (over the model domain) daily accumulated precipitation <1 mm (top, left), ⩾ 1 mm (top, right), and ⩾ 8 mm (bottom).

Figure 4

Spread vs bias of accumulated precipitation forecasts for lead times from 3 to 24 h. Averaging over cases with the mean (over the model domain) daily accumulated precipitation ⩾ 1 mm (left) and ⩾ 8 mm (right).

Table 1

List of ensemble prediction experiments.

EXPERIMENTMODEL PERTURBATIONS
NOPERTNone
SPPTAtmospheric SPPT perturbations
AMPT-NOSOILAtmospheric AMPT perturbations
AMPT-SOILAtmospheric and soil AMPT perturbations
Figure 5

T2m. Left: RMSE of ensemble mean (the upper bunch of curves) and ensemble spread (the lower bunch of curves). Right: The normalized reduction in ensemble-mean RMSE, that is, (RMSENOPERT – RMSE)/RMSENOPERT, the higher the better.

Figure 6

RMSE and spread for AMPT-NOSOIL vs. SPPT in free atmosphere.

Left: Temperature. Right: Wind speed.

Figure 7

The reliability component of the Brier score for the event T2m >C. The lower the better.

Figure 8

CRPS for T2m. The lower the better. Note that the y-axis does not start at 0.

Figure 9

CRPS for V10m. The lower the better. Note that the y-axis does not start at 0.

Figure 10

Brier score for the event T2m > 0°C. The lower the better.

Figure 11

ROC area for the event T2m >C. The higher the better. Note that the y-axis does not start at 0.

Language: English
Page range: 334 - 357
Submitted on: Nov 22, 2022
Accepted on: Oct 21, 2023
Published on: Nov 13, 2023
Published by: Stockholm University Press
In partnership with: Paradigm Publishing Services

© 2023 Michael Tsyrulnikov, Elena Astakhova, Dmitry Gayfulin, published by Stockholm University Press
This work is licensed under the Creative Commons Attribution 4.0 License.