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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2019-09-22 12:00

iasi
All METOP-A/IASI RADIANCES ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 25982.87
METOP-B/IASI RADIANCES CHANNEL 1513 : out of range
Slight: stdev_fgdepar=0.4673, expected range: 0.3729 0.4579
mhs
ALLSKY METOP-A/MHS RADIANCES (5 channels affected) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: obs_number=10172.0000, expected range: 23433.2902 34313.8932
ALLSKY METOP-A/MHS RADIANCES CHANNEL 5 : out of range
3 times in the last 10 days for at least one item
Severe: avg_norm_fgdepar=-0.1352, expected range: -0.0593 0.0640
ALLSKY METOP-A/MHS RADIANCES CHANNEL 4 : out of range
4 times in the last 10 days for at least one item
Considerable: avg_norm_fgdepar=-0.1597, expected range: -0.1010 0.0593
saphir
All ALLSKY SAPHIR RADIANCES ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 2170.93 21907.24
ssmis
DMSP-18/SSMIS RADIANCES (7 channels affected) : out of range
Severe: obs_number=20984.0000, expected range: 22985.1874 25542.2863
gpsro
All TERRASAR-X SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 1518.88
All TANDEM-X RISING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 1136.36
Atmospheric Motion Vector
GOES-15/AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=739.0000, expected range: 55.4001 569.2666
GOES-15/AMV CLOUDY WV3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 ( : out of range
Considerable: obs_number=431.0000, expected range: 50.9971 349.5585
GOES-16/AMV VIS1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Slight: obs_number=17069.0000, expected range: 17736.8769 23119.5676
Radiosondes
All HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) ALL LAYERS WMO BLOCK 23 : all data missing
Severe: obs_number=0, expected range: 0.00 546.18
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: avg_fgdepar=1.3294, expected range: -0.8759 0.5614
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Considerable: obs_number=525.0000, expected range: 605.3023 841.1977
pilot
All LAND PILOT WIND VECTOR DIFF (M/S) ALL LAYERS North pole : all data missing
Severe: obs_number=0, expected range: 0.00 148.10
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Slight: rms_fgdepar=97.6858, expected range: 42.5524 85.8171
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: obs_number=249.0000, expected range: 178.3271 209.2729