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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-22 06:00
| amsua | ||
| NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
37 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0379, expected range: -0.0715 -0.0599 |
 | |
| NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0193, expected range: 0.1332 0.1882 |
 | |
| NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
37 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.6103, expected range: -0.5159 -0.4588 |
 | |
| NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 11 : out of range
37 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.9849, expected range: -0.9100 -0.8523 |
 | |
| NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
33 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.5971, expected range: -0.5360 -0.4916 |
 | |
| NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2185, expected range: -0.1833 -0.1706 |
 | |
| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
30 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.5291, expected range: -0.4881 -0.4700 |
 | |
| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1251, expected range: 0.2648 0.3385 |
 | |
| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 11 : out of range
39 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2915, expected range: -0.2474 -0.2176 |
 | |
| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
35 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.3358, expected range: -0.2245 -0.1484 |
 | |
| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.8837, expected range: -0.7961 -0.7069 |
 | |
| airs | ||
| AQUA AIRS RADIANCES CHANNEL 1104 : out of range
4 times in the last 10 days for at least one item Severe: avg_biascorr=0.4671, expected range: 0.5085 0.5367 |
 | |
| AQUA AIRS RADIANCES CHANNEL 1116 : out of range
1 times in the last 10 days for at least one item Considerable: avg_biascorr=0.2861, expected range: 0.3140 0.3553 |
 | |
| atms | ||
| NPP ATMS RADIANCES CHANNEL 14 : out of range
39 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0047, expected range: -0.0527 -0.0483 |
 | |
| NPP ATMS RADIANCES CHANNEL 11 : out of range
40 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2750, expected range: -0.2476 -0.2298 |
 | |
| NPP ATMS RADIANCES CHANNEL 12 : out of range
43 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4786, expected range: -0.4340 -0.4310 |
 | |
| NPP ATMS RADIANCES CHANNEL 13 : out of range
39 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4503, expected range: -0.3696 -0.3421 |
 | |
| NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
39 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1669, expected range: -0.2167 -0.2046 |
 | |
| Atmospheric Motion Vector | ||
| NOAA-18 AVHRR IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=257.0000, expected range: 29.8797 170.4060 |
 | |
| resat | ||
| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 25430-25431 (HPA) : out of range
21 times in the last 10 days for at least one item Severely_persistent: stdev_fgdepar=4.8542, expected range: 1.5805 2.9744 |
 | |
| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 40-41 (HPA) : out of range
41 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=0.0980, expected range: 0.0488 0.0671 |
 | |
| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 60-61 (HPA) : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=0.1369, expected range: -0.0252 0.0087 |
 | |
| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 20-21 (HPA) : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-0.0448, expected range: -0.0401 -0.0368 |
 | |