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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-10-04 06:00

iasi
METOP-B IASI RADIANCES CHANNEL 38 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1889, expected range: 0.0408 0.1162
METOP-B IASI RADIANCES CHANNEL 51 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2734, expected range: 0.0655 0.1609
METOP-B IASI RADIANCES CHANNEL 57 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2486, expected range: 0.0635 0.1337
METOP-B IASI RADIANCES CHANNEL 63 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2231, expected range: 0.0353 0.1164
METOP-B IASI RADIANCES CHANNEL 79 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.4449, expected range: 0.2802 0.3583
METOP-B IASI RADIANCES CHANNEL 83 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.5050, expected range: 0.2973 0.3973
METOP-B IASI RADIANCES CHANNEL 85 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.4115, expected range: 0.1824 0.2746
METOP-B IASI RADIANCES CHANNEL 301 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0429, expected range: 0.0765 0.1199
METOP-B IASI RADIANCES CHANNEL 151 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.2649, expected range: 0.2239 0.2435
METOP-B IASI RADIANCES CHANNEL 386 : out of range
37 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.0330, expected range: 0.0774 0.1280
METOP-C IASI RADIANCES (14 channels affected) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2597, expected range: 0.1832 0.2225
METOP-C IASI RADIANCES CHANNEL 51 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1974, expected range: -0.0168 0.1003
METOP-C IASI RADIANCES CHANNEL 57 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1938, expected range: -0.0108 0.0719
METOP-C IASI RADIANCES CHANNEL 63 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1636, expected range: -0.0240 0.0525
METOP-C IASI RADIANCES CHANNEL 83 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.4911, expected range: 0.2437 0.3765
METOP-C IASI RADIANCES CHANNEL 85 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3719, expected range: 0.1153 0.2312
METOP-C IASI RADIANCES CHANNEL 301 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0074, expected range: 0.0313 0.0454
METOP-C IASI RADIANCES CHANNEL 1578 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1596, expected range: -0.1438 -0.1274
METOP-C IASI RADIANCES CHANNEL 1579 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1068, expected range: -0.0934 -0.0787
METOP-C IASI RADIANCES CHANNEL 386 : out of range
39 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.0065, expected range: 0.0862 0.1176
METOP-C IASI RADIANCES CHANNEL 144 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.2451, expected range: 0.2715 0.2836
METOP-C IASI RADIANCES (32 channels affected) : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=0.0705, expected range: 0.1173 0.1623
mwhs2
All FY-3C MWHS2 ALLSKY ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 26041.18
atms
NPP ATMS RADIANCES CHANNEL 12 : out of range
39 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3084, expected range: -0.2795 -0.2516
Severely_persistent: avg_biascorr=-0.2978, expected range: -0.2117 -0.1696
NPP ATMS RADIANCES CHANNEL 9 : out of range
39 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5845, expected range: -0.4736 -0.4679
NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
39 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3716, expected range: -0.3458 -0.3231
Severely_persistent: avg_biascorr=-0.3997, expected range: -0.3201 -0.2908
gpsro
All TERRASAR-X GPSRO SETTING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 39.44 819.94
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
28 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=2.8415, expected range: 1.2848 1.9796