Operational Data Checking

An automatic data checking system has been implemented at ECMWF to trigger warnings in case of anomalies affecting the quality or the availability of the data assimilated by the model. Selected statistical parameters (number of observations, bias correction, and mean bias-corrected background, analysis departures and probability of gross error) are checked against an expected range. An appropriate alert message (including a time series plot) is generated if statistics are outside the specified ranges. A severity level (slight, considerable, severe) is assigned to each message depending on how far statistics are from the expected values. Two kinds of ranges are used by the automatic checking: Soft and Hard limits. Soft limits are updated automatically using statistics from the last twenty days (extremes are excluded during this process). Hard limits are adjusted manually when required.

Currently, the automatic checking is limited to data passing through the minimisation process (including VarBC passive data). It's being applied twice a day to the delayed cut-off 4D-VAR cycles (00 and 12) and four times a day to the early delivery assimilation system (00,06,12 and 18).

The alarm system results are based on feedback information from the ECMWF data assimilation and consequently reflect the ECMWF data usage. Although most warnings are related to data problems, they may on occasion also be related to model issues. Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice. ECMWF accepts no responsibility for actions taken on the basis of these results.

Ensemble Data Assimilation at 2019-08-14 12:00

amsua
NOAA-15/AMSUA RADIANCES CHANNEL 9 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0691, expected range: 0.0758 0.0886
NOAA-19/AMSUA RADIANCES CHANNEL 8 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=1.4397, expected range: 0.6652 0.8381
Severely_persistent: avg_biascorr=2.0635, expected range: 2.4518 2.9564
METOP-C/AMSUA RADIANCES CHANNEL 7 : out of range
1 times in the last 10 days for at least one item
Severe: stdev_fgdepar=0.3626, expected range: 0.1452 0.1625
METOP-B/AMSUA RADIANCES (7 channels affected) : out of range
Considerable: obs_number=4619.0000, expected range: 5669.4650 9713.6208
iasi
METOP-A/IASI RADIANCES CHANNEL 179 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1167, expected range: -0.0308 0.0639
METOP-B/IASI RADIANCES CHANNEL 178 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1880, expected range: 0.0831 0.0963
METOP-B/IASI RADIANCES CHANNEL 179 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2239, expected range: 0.1194 0.1767
METOP-C/IASI RADIANCES CHANNEL 178 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1559, expected range: 0.0330 0.0668
METOP-C/IASI RADIANCES CHANNEL 179 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1955, expected range: 0.0831 0.1292
METOP-A/IASI RADIANCES (142 channels affected) : out of range
Severe: avg_biascorr=0.0735, expected range: 0.0390 0.0615
cris
NPP/CRIS RADIANCES CHANNEL 622 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.2086, expected range: 0.0575 0.1272
NPP/CRIS RADIANCES CHANNEL 1181 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.8219, expected range: -0.1095 0.1408
NPP/CRIS RADIANCES CHANNEL 1189 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.7753, expected range: -0.1422 0.1834
NPP/CRIS RADIANCES CHANNEL 1149 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=3.0948, expected range: 0.0831 0.3528
NOAA20/CRIS RADIANCES CHANNEL 33 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2015, expected range: 0.1300 0.1623
NOAA20/CRIS RADIANCES CHANNEL 34 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3386, expected range: 0.2747 0.2922
NOAA20/CRIS RADIANCES CHANNEL 35 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3663, expected range: 0.3169 0.3449
NPP/CRIS RADIANCES (132 channels affected) : out of range
Severe: obs_number=8475.0000, expected range: 4019.4741 5467.5910
airs
AQUA/AIRS RADIANCES (64 channels affected) : out of range
Considerable: obs_number=16312.0000, expected range: 17752.7277 21028.5881
Geostationary CSR
GOES-15/IMAGER RADIANCES CHANNEL 3 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-0.8882, expected range: -0.1611 0.2450
GOES-15/IMAGER RADIANCES CHANNEL 2 : out of range
1 times in the last 10 days for at least one item
Slight: avg_fgdepar=-1.3946, expected range: -1.0462 0.9422
Radiosondes
All LAND TEMP WIND VECTOR DIFF (M/S) ALL LAYERS Missing
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=132.0000, expected range: 193.6174 204.0493
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=192.0000, expected range: 277.4369 297.0075
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
Severe: avg_biascorr=-7.5000, expected range: 0.0000 0.0000
ship
AUTOMATIC SHIP SURFACE PRESSURE (PA) : out of range
4 times in the last 10 days for at least one item
Slight: obs_number=4459.0000, expected range: 3875.5371 4282.4629
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=5.4545, expected range: 0.0000 0.0000
MOORED BUOYS WIND VECTOR DIFF (M/S) : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=77.0000, expected range: 82.3113 92.5776