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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2019-08-15 18:00

amsua
NOAA-19/AMSUA RADIANCES CHANNEL 8 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=2.0462, expected range: 2.4475 3.2470
AQUA/AMSUA RADIANCES CHANNEL 11 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1953, expected range: 0.2095 0.2250
iasi
METOP-A/IASI RADIANCES CHANNEL 5399 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.4288, expected range: 0.2426 0.3319
METOP-B/IASI RADIANCES CHANNEL 178 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1623, expected range: 0.0254 0.1108
METOP-C/IASI RADIANCES CHANNEL 178 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1285, expected range: -0.0338 0.0740
METOP-C/IASI RADIANCES CHANNEL 249 : out of range
33 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0804, expected range: -0.0393 0.0393
cris
NPP/CRIS RADIANCES CHANNEL 622 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.2481, expected range: 0.0360 0.1599
NPP/CRIS RADIANCES CHANNEL 1149 : out of range
44 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=4.0133, expected range: -0.3076 0.3155
NPP/CRIS RADIANCES CHANNEL 1157 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.8384, expected range: -0.2954 0.3049
NPP/CRIS RADIANCES (54 channels affected) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=15386.0000, expected range: 7390.0841 8057.7195
Geostationary CSR
GOES-15/IMAGER RADIANCES CHANNEL 2 : out of range
3 times in the last 10 days for at least one item
Severe: obs_number=54032.0000, expected range: 9381.8346 17825.2065
GOES-15/IMAGER RADIANCES CHANNEL 3 : out of range
3 times in the last 10 days for at least one item
Severe: obs_number=17041.0000, expected range: 1729.5153 7913.6680
Radiosondes
All HIGH RESO LAND TEMP TEMPERATURE (K) ALL LAYERS Missing
airep
AIREP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Slight: avg_fgdepar=4.5806, expected range: 0.7723 3.3399
Slight: rms_fgdepar=6.6613, expected range: 0.0000 5.3910
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: obs_number=46.0000, expected range: 64.0743 77.6757
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0000, expected range: 5.4689 10.0806
ship
AUTOMATIC SHIP SURFACE PRESSURE (PA) : out of range
11 times in the last 10 days for at least one item
Slight: obs_number=1996.0000, expected range: 1741.0175 1941.8682
buoy
MOORED BUOYS SURFACE PRESSURE (PA) : out of range
8 times in the last 10 days for at least one item
Severely_persistent: obs_number=35.0000, expected range: 55.3500 66.1071
DRIFTING BUOYS SURFACE PRESSURE (PA) : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=6.4865, expected range: 0.0000 0.0000