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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2020-02-28 00:00

amsua
METOP-B AMSUA RADIANCES CHANNEL 6 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=0.2788, expected range: 0.2381 0.2606
iasi
All METOP-C IASI ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 8458.75 12336.03
airs
AQUA AIRS RADIANCES CHANNEL 1003 : missing
21 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 918.5937 4097.6946
mhs
METOP-A MHS ALLSKY RADIANCES CHANNEL 5 : out of range
3 times in the last 10 days for at least one item
Severe: stdev_norm_fgdepar=0.3409, expected range: 0.4229 0.5117
METOP-A MHS ALLSKY RADIANCES CHANNEL 3 : out of range
3 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.3368, expected range: 0.3972 0.4809
METOP-A MHS ALLSKY RADIANCES CHANNEL 4 : out of range
2 times in the last 10 days for at least one item
Slight: stdev_norm_fgdepar=0.3573, expected range: 0.4024 0.5714
ssmis
All DMSP-17 SSMIS ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 4775.08 11100.73
gpsro
TERRASAR-X GPSRO SETTING HEIGHT 6 : out of range
Slight: stdev_norm_fgdepar=1.0267, expected range: 0.5044 0.8866
Geostationary CSR
All GOES-15 IMAGER ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 7886.68 16714.05
Radiosondes
All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severely_persistent: obs_number=0, expected range: 1.29 350.05
All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severely_persistent: obs_number=0, expected range: 1.29 350.05
LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=1.0626, expected range: 1.1557 1.2417
LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=5.0624, expected range: 1.2783 2.2734
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (3 pressure layers affected : out of range
Severe: obs_number=443.0000, expected range: 277.6429 305.6905
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 17 : all data missing
Severe: obs_number=0, expected range: 0.00 596.77
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=457.0000, expected range: 532.0318 552.7682
HIGH RESO SEA TEMP Q (G/KG) PRESSURE LAYER 0-300 (HPA) : out of range
Slight: obs_number=157.0000, expected range: 113.9842 130.4158