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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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

Early delivery 4D-VAR at 2021-10-21 06:00

cris
NOAA20 CRIS RADIANCES CHANNEL 57 : out of range
Considerable: stdev_fgdepar=0.1279, expected range: 0.0818 0.1121
mhs
METOP-C MHS ALLSKY RADIANCES CHANNEL 3 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=4833.0000, expected range: 5249.4637 5994.1517
METOP-C MHS ALLSKY RADIANCES CHANNEL 4 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=4622.0000, expected range: 5066.9122 5855.2417
METOP-C MHS ALLSKY RADIANCES CHANNEL 5 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=4431.0000, expected range: 4869.7186 5486.6660
gpsro
COSMIC2-E5 GPSRO SETTING (23 impact heights affected) : out of range
Considerable: obs_number=1010.0000, expected range: 1369.7368 2320.8017
METOP-A GRAS RISING HEIGHT 42-44 KM : out of range
Slight: avg_norm_fgdepar=-0.1321, expected range: -0.0699 0.1253
Atmospheric Motion Vector
METEOSAT-8 AMV CLOUDY WV1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 : out of range
1 times in the last 10 days for at least one item
Considerable: stdev_press=28.5322, expected range: 39.1576 52.8588