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Variational Bias Correction of Polar-Orbiting Satellite Radiances in Convective-Scale Data Assimilation Cover

Variational Bias Correction of Polar-Orbiting Satellite Radiances in Convective-Scale Data Assimilation

By:   
Open Access
|May 2024

Figures & Tables

Figure 1

Example of satellite data coverage inside the MetCoOp NWP system domain. Dots indicate locations of the Advanced Microwave Sounding Unit -A (AMSU-A) observations from Metop-C satellite in three-hour time windows centred at synoptic times (a) 06, (b) 09, (c) 12, (d) 15, (e) 18, and (f) 21 UTC on 1 February 2023. Arrows indicate the approximate ground tracks of the satellite.

Figure 2

Cycling of VarBC coefficients in the Single Stream Continuous Update variant.

Figure 3

Cycling of VarBC coefficients in the Multiple Stream Daily Update variant.

Figure 4

Cycling of VarBC coefficients in the Single Stream Daily Update variant.

Figure 5

Frequency distributions of data count collected at different scan positions in August 2021. Panels (a)–(c) are for NOAA-20 ATMS and panels (d)–(f) for Metop-C AMSU-A. Thick solid, thick dashed, thin solid, and thin dashed lines indicate the data at different analysis hours in members run at S0, S1, and S2 hours, as shown in the legends.

Table 1

The proposed daily update hours at MetCoOp NWP suites.

SATELLITES0S1S2
NOAA-1812 UTC19 UTC20 UTC
NOAA-1906 UTC07 UTC17 UTC
S-NPP12 UTC01 UTC02 UTC
NOAA-2012 UTC01 UTC02 UTC
FengYun-3D12 UTC01 UTC02 UTC
Metop-B09 UTC19 UTC20 UTC
Metop-C09 UTC19 UTC20 UTC
Figure 6

Time series of mean observation minus background (O-B) departure in representative sounder channels. (a) Channel 7 of Metop-B AMSU-A, (b) channel 9 of NOAA-20 ATMS, (c) channel 5 of Metop-B MHS, and (d) channel 236 of Metop-B IASI. In each panel, the data at S0, S1, and S2 hours are shown at the top, middle, and bottom, respectively. Data of the control runs are shown by triangles, circles and squares; that of the test runs by dots, diamonds and asterisks. The thick dashed line indicates the start of the 36-day evaluation period.

Figure 7

Observation minus background (O-B) departure statistics in the actively-assimilated channels of NOAA-20 ATMS. Control and test runs are shown by thick and thin lines, respectively. Dashed and solid lines represent mean and standard deviation. Bars indicate the 95% confidence intervals. The different panels indicate data at different analysis hours as shown in the headings.

Figure 8

Observation minus background (O-B) departure statistics in the actively-assimilated microwave sounder channels of Metop-C. Channel indices go from 3 to 5 in MHS and from 6 to 9 in AMSU-A. Lines are as in Figure 7.

Figure 9

Short-range forecast impact of switching from MSDU to SSDU. The O-B data fit is shown in independent conventional measurements based on radiosondes and aircraft reports. The score is the control-normalized standard deviation of the O-B departure such that x-axis values less than one indicate a positive impact. The bars show the confidence intervals at 95% statistical significance level. (a)–(c) vector wind, (d)–(f) temperature, and (g)–(i) specific humidity. Panels (a), (d), and (g) are from the experiment run at S0 hours, panels (b), (e), and (h) at S1 hours, and panels (c), (f), and (i) at S2 hours.

Figure 10

Forecast verification of switching from MSDU to SSDU. The scores are computed against verifying observations taken at synoptic ground stations. The score is the control-normalized root-mean-square of forecast error and positive impact manifests itself by negative values on the y-axis. The bars indicate the confidence intervals at 95% statistical significance level. (a)–(c) mean sea level pressure, (d)–(f) temperature, and (g)–(i) specific humidity. Panels (a), (d), and (g) are from the experiment run at S0 hours, panels (b), (e), and (h) at S1 hours, and panels (c), (f), and (i) at S2 hours.

Language: English
Page range: 115 - 129
Submitted on: Oct 31, 2023
Accepted on: May 2, 2024
Published on: May 20, 2024
Published by: Stockholm University Press
In partnership with: Paradigm Publishing Services

© 2024 Reima Eresmaa, published by Stockholm University Press
This work is licensed under the Creative Commons Attribution 4.0 License.