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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2019-09-19 12:00

amsua
METOP-A/AMSUA RADIANCES (10 channels affected) : out of range
Considerable: obs_number=4584.0000, expected range: 7340.9462 14314.0252
iasi
All METOP-A/IASI RADIANCES ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 0.00 28049.68
METOP-B/IASI RADIANCES (174 channels affected) : out of range
Severe: obs_number=19836.0000, expected range: 21496.7789 22958.5369
METOP-C/IASI RADIANCES (151 channels affected) : out of range
Severe: obs_number=106249.0000, expected range: 117558.8412 125629.8615
cris
NPP/CRIS RADIANCES CHANNEL 181 : out of range
Slight: avg_fgdepar=0.0437, expected range: -0.0072 0.0387
mhs
ALLSKY METOP-A/MHS RADIANCES (5 channels affected) : out of range
3 times in the last 10 days for at least one item
Severe: obs_number=12567.0000, expected range: 24017.2853 33447.8726
ssmis
DMSP-18/SSMIS RADIANCES CHANNEL 6 : out of range
Severe: obs_number=20900.0000, expected range: 22950.3102 25549.1770
DMSP-18/SSMIS RADIANCES CHANNEL 10 : out of range
Severe: obs_number=19878.0000, expected range: 21896.5170 24288.1497
DMSP-18/SSMIS RADIANCES CHANNEL 11 : out of range
Severe: obs_number=19901.0000, expected range: 21851.5524 24359.9860
DMSP-17/SSMIS RADIANCES (6 channels affected) : out of range
Considerable: obs_number=23273.0000, expected range: 24420.1839 28930.1405
DMSP-18/SSMIS RADIANCES CHANNEL 7 : out of range
Slight: obs_number=20414.0000, expected range: 21016.7129 25993.8661
gpsro
All TERRASAR-X SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 1411.63
All TANDEM-X RISING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 8.80 1084.65
Radiosondes
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Severe: obs_number=200.0000, expected range: 62.3485 69.6515
All HIGH RESO SEA TEMP Q (G/KG) ALL LAYERS North pole : all data missing
Severe: obs_number=0, expected range: 31.68 272.43
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: rms_fgdepar=135.0397, expected range: 19.7895 92.4497