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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2019-09-21 12:00

iasi
All METOP-A/IASI RADIANCES ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 26243.56
mhs
ALLSKY METOP-A/MHS RADIANCES (5 channels affected) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: obs_number=12458.0000, expected range: 23433.2902 34281.9190
ALLSKY METOP-A/MHS RADIANCES CHANNEL 5 : out of range
1 times in the last 10 days for at least one item
Slight: stdev_norm_fgdepar=0.6786, expected range: 0.5670 0.6665
saphir
All ALLSKY SAPHIR RADIANCES ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 1914.69 22150.94
gpsro
All TERRASAR-X SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 1499.33
All TANDEM-X RISING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 1114.50
Atmospheric Motion Vector
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=16312.0000, expected range: 17581.5485 23405.7849
Radiosondes
LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: rms_fgdepar=2.0286, expected range: 1.4472 1.8042
LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
Considerable: obs_number=207.0000, expected range: 324.3001 545.9221
LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Considerable: obs_number=58.0000, expected range: 132.9913 287.8323
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
3 times in the last 10 days for at least one item
Considerable: avg_fgdepar=1.0694, expected range: -0.6861 0.4467
HIGH RESO LAND TEMP Q (G/KG) (4 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=2383.0000, expected range: 1896.4238 2235.7984
HIGH RESO SEA TEMP Q (G/KG) PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Slight: avg_fgdepar=-0.0081, expected range: -0.0047 0.0075
Slight: rms_fgdepar=0.0305, expected range: 0.0000 0.0219
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Considerable: rms_fgdepar=121.7774, expected range: 37.1118 89.4670
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: obs_number=243.0000, expected range: 189.3844 197.1712
DRIFTING BUOYS SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Considerable: rms_fgdepar=107.0676, expected range: 24.7374 76.8715