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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-09-26 00:00

airs
AQUA AIRS RADIANCES CHANNEL 92 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2400, expected range: -0.2143 -0.1916
AQUA AIRS RADIANCES CHANNEL 93 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1044, expected range: -0.0672 -0.0539
AQUA AIRS RADIANCES CHANNEL 99 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0164, expected range: 0.0494 0.0548
AQUA AIRS RADIANCES CHANNEL 104 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0096, expected range: 0.0535 0.0664
AQUA AIRS RADIANCES CHANNEL 105 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1097, expected range: 0.1360 0.1559
AQUA AIRS RADIANCES CHANNEL 110 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0031, expected range: 0.0322 0.0387
AQUA AIRS RADIANCES CHANNEL 111 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0726, expected range: -0.0449 -0.0371
AQUA AIRS RADIANCES CHANNEL 117 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0105, expected range: 0.0177 0.0403
AQUA AIRS RADIANCES CHANNEL 123 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1142, expected range: -0.0793 -0.0757
AQUA AIRS RADIANCES CHANNEL 128 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0075, expected range: 0.0652 0.0674
Severely_persistent: avg_biascorr=-0.1541, expected range: -0.1200 -0.0798
AQUA AIRS RADIANCES CHANNEL 129 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2717, expected range: -0.2310 -0.2040
Severely_persistent: avg_biascorr=-0.1217, expected range: -0.1785 -0.1726
AQUA AIRS RADIANCES CHANNEL 116 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0440, expected range: -0.1422 -0.0921
AQUA AIRS RADIANCES CHANNEL 138 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1035, expected range: -0.2860 -0.0992
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
Slight: obs_number=27776.0000, expected range: 31126.7668 35044.7332
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 15 : out of range
Slight: obs_number=23604.0000, expected range: 26312.0661 29796.0589
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 17 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-2.5279, expected range: -3.0038 -2.8300
gpsro
COSMIC2-E2 GPSRO RISING HEIGHT 26-28 KM : out of range
Severe: avg_norm_fgdepar=0.6170, expected range: -0.2871 0.2191