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A few times per year, the analysed low level winds, eg the 10m winds, become very unrealistically large in a particular location, which varies amongst a few apparently preferred locations. The largest values seen so far are about 300 ms-1.

The tables below, for January 1979 to December 2019, give details when the components of the 10m winds, the 10 metre U wind component and 10 metre V wind component, exceed 50 ms-1. This value is an arbitrary one which may capture real wind events, such as hurricanes and typhoons.

This problem occurs towards the end of the data assimilation windows (9-21 UTC and 21-9 UTC) because of an instability in the analysis method.

From 19 February 2020 onwards, the ERA5 system has examined the 10m wind components and if the magnitude of either component exceeds 50 ms-1, then the analysed parameters are replaced with the "4v" parameters. These latter parameters are similar to the analysed ones, but don't usually suffer from such large values. For more information on 4v and data assimilation, see "Part II Data Assimilation" of the IFS documentation (CY41R2 for ERA5).

The choice of a 50 ms-1 cut off is an arbitrary one, which could miss spurious values that are less than 50 ms-1. This may well occur in the one or two hours just before the critical value of 50 ms-1 is reached. It is also possible that this cut off point could penalise realistic winds, such as in hurricanes. However, given the spatial resolution of ERA5 data (with a grid spacing of 31km), it is thought that in general, 10m wind components higher than 50 ms-1 are not realistic in ERA5, even if the observed magnitude is higher. This is illustrated in Fig. 1 for Hurricane Ivan in the Caribbean on 12 September 2004 at 20 UTC, where the analysed winds are compared with the 4v winds. The minimum value of the analysed 10 metre V wind components is -53 ms-1 (see Event 57, Table 2), while the minimum value of the 4v 10 metre V wind components is -29 ms-1. Even though the analysed wind speeds are not as large as the observed ones (the estimated peak wind speeds for Ivan were of order 70 ms-1), the 4v winds are thought to give a more realistic representation of the winds, for this resolution.

Fig. 1aFig. 1b

Image Added

Image Added

Fig. 1a. The analysed 10m winds for 12 September 2004, 20 UTC, featuring Hurricane Ivan. The regional plot domain shows the Caribbean and Gulf of Mexico.Fig. 1b. As Fig 1a, but for the 4v 10m winds.


For dates before this system check was introduced into ERA5 (i.e. for the period January 1979 to 18 February 2020), the two tables below give details when the analysed 10m wind components (the 10 metre U wind component and 10 metre V wind component) exceed 50 ms-1. The CDS API script below can be used to retrieve the "4v" 10m wind components, which don't usually suffer from this large wind problem.

Expand
titleCDS API script to retrieve the "4v" 10m winds


Code Block
#!/usr/bin/env python
import cdsapi
 
c = cdsapi.Client()
c.retrieve('reanalysis-era5-complete', {     # do not change this!
    'stream'  : 'oper',
    'type'    : '4v',
    'levtype' : 'sfc',
    'param'   : '165.128/166.128',
    'date'    : '1986-07-23',
    'time'    : '21',
    'step'    : '12',
    'grid'    : '0.25/0.25', # Latitude/longitude grid: east-west (longitude) and north-south resolution (latitude). Default: reduced Gaussian grid
    'format'  : 'grib', # Default: grib, supported netcdf.
}, 'outfile.grib')

This CDS API script can be used to retrieve the "4v" 10m wind components from the ECMWF data archive, MARS. For more information on how to use CDS API scripts, see How to download ERA5. For the temporal specification, the CDS uses the validity date and time, whereas MARS uses date, time and step (there is further discussion of step in the section "Date and time specification" of the ERA5 data documentation). The 4v model trajectories begin from 9 and 21 UTC and you should use the hourly steps from 1 to 12 hours. In this example in the script above, the validity date/time would be given by adding the step, 12 hours, to the time, 21 UTC, thereby yielding a validity date/time of 1986-07-24 at 9 UTC, which is the 12th event in Table 1 below, for the 10m U.


EventDateTimeLatitudeLongitude10m U
1

19790417

900

-74.051

164.160

7.2323150635e+01

2

19800330

700

-1.827

280.406

-5.9812698364e+01

3

19800330

800

-1.827

280.406

-9.8439865112e+01

4

19800330

900

-1.827

280.406

-7.1381820679e+01

5

19820908

700

-74.051

164.160

-6.9596405029e+01

6

19820908

800

-74.051

164.160

-5.2189117432e+01

7

19821024

2100

-74.051

164.160

-1.5377770996e+02

8

19841004

700

-74.051

164.160

-5.5174591064e+01

9

19841004

800

-74.051

164.160

-6.8660507202e+01

10

19841004

900

-74.051

165.120

-7.1647964478e+01

11

19860724

800

-74.051

164.160

-8.8280364990e+01

12

19860724

900

-74.051

164.160

-2.9203100586e+02

13

19871016

2000

-74.051

164.160

-9.4200180054e+01

14

19871016

2100

-74.051

164.160

-1.5219485474e+02

15

19890711

2100

38.080

78.333

7.0804840088e+01

16

19890912

800

-74.051

164.160

-8.3815658569e+01

17

19890912

900

-74.051

164.160

-1.6730293274e+02

18

19900402

700

-74.051

164.160

5.8469223022e+01

19

19930624

600

-74.051

164.160

6.0172592163e+01

20

19930624

700

-74.051

164.160

1.0357415771e+02

21

19930624

800

-74.051

164.160

7.8659744263e+01

22

19930624

900

-74.051

164.160

5.5145812988e+01

23

19930705

2000

DateTimeLatitudeLongitude10m U

19790417

900

-74.051

164.160

7.2323150635e+01

19800330

700

-1.827

280.406

-5.9812698364e+01

19800330

800

-1.827

280.406

-9.8439865112e+01

19800330

900

-1.827

280.406

-7.1381820679e+01

19820908

700

-74.051

164.160

-6.9596405029e+01

19820908

800

-74.051

164.160

-5.2189117432e+01

19821024

2100

-74.051

164.160

-1.5377770996e+02

19841004

700

-74.051

164.160

-5.5174591064e+01

19841004

800

-74.051

164.160

-6.8660507202e+01

19841004

900

-74.051

165.120

-7.1647964478e+01

19860724

800

-74.051

164.160

-8.8280364990e+01

19860724

900

-74.051

164.160

-2.9203100586e+02

19871016

2000

-74.051

164.160

-9.4200180054e+01

19871016

2100

-74.051

164.160

-1.5219485474e+02

19890711

2100

38.080

78.333

78.0804840088e0320663452e+01

24

1989091219930705

8002100

-7438.051361

16478.160398

-85.3815658569e9963912964e+01

25

1994091419890912

9002100

-74.051

164.160

-17.6730293274e9331817627e+0201

26

1990040219970607

700

-74.051

164.160

5.8469223022e8002792358e+01

27

1993062419970607

600800

-74.051

164.160

61.0172592163e0099096680e+0102

28

1993062419970923

7001900

-74.051

164.160

1.0357415771e3710269165e+02

29

1993062420010423

8002100

-74.051

164.160

7-8.8659744263e0685379028e+01

30

1993062420040327

900800

-74.051

164.160

5-6.5145812988e4567825317e+01

31

1993070520050314

2000800

38-1.080827

78280.333406

8-6.0320663452e1867416382e+01

32

1993070520050314

2100900

38-1.361827

78280.398406

5-9.9963912964e2169509888e+01

33

1994091420060304

2100900

-741.051827

164280.160125

-76.9331817627e3722732544e+01

34

1997060720060328

700800

-741.051827

164280.160406

-5.8002792358e7734420776e+01

35

1997060720060328

800900

-741.051827

164280.160406

-1.0099096680e1018218994e+02

36

1997092320070331

19002100

-74.051

164.160

18.3710269165e7419113159e+0201

37

2001042320090303

2100700

-741.051827

164280.160406

-8.0685379028e9056137085e+01

38

2004032720090303

800

-741.051827

164280.160406

-61.4567825317e3375457764e+0102

39

2005031420090303

800900

-1.827

280.406

-62.1867416382e0406346130e+0102

40

2005031420091218

9002100

-143.827138

28075.406000

-95.2169509888e9425277710e+01

41

2010032520060304

900

-1.827

280.125688

-65.3722732544e4004959106e+01

42

2006032820110127

800900

-1.827

280.406

-5.7734420776e3115798950e+01

43

2006032820111224

9002100

-143.827138

28075.406000

-16.1018218994e8307769775e+0201

44

2007033120130719

2100

-74.051

164.160

8.7419113159e+01

164.160

-6.1746520996e+01

45

20140426

700

-1.265

280.688

5.7151275635e+01

46

2014042620090303

700

-1.827546

280.406

-8.9056137085e5247161865e+01

47

2014042620090303

800

-1.827265

280.406688

-17.3375457764e2114089966e+0201

48

2009030320140426

900800

-1.827546

280.406

-21.0406346130e4157341003e+02

20091218

2100

43.138

75.000

-5.9425277710e+01

49

2014042620100325

900

-1.827546

280.688406

-52.4004959106e0927426147e+0102

50

2011012720160522

9002000

-174.827051

280164.406160

-56.3115798950e6684082031e+01

51

2011122420160522

2100

43-74.138051

75164.000160

-65.8307769775e9349365234e+01

52

2016092920130719

2100

-74.051

164.160

-6.1746520996e5295028687e+01

53

2014042620161128

7002100

-142.265857

28075.688375

-5.7151275635e2441085815e+01

20140426

700

Table 1: Occurrences when the 10 metre U wind component exceeds 50 ms-1.

...



EventDateTimeLatitudeLongitude10m V
1

19790401

2100

-5.480

137.812

-9.6993362427e+01

2

19800330

280.406

-8.5247161865e+01

20140426

800

-1.265

280.688

7.2114089966e+01

20140426

800

-1.546

280.406

-1.4157341003e+02

20140426

900

-1.546827

280.406

-25.0927426147e0487777710e+0201

3

2016052219800831

20001900

-745.051199

164137.160531

-6.6684082031e5852249146e+01

4

2016052219800831

21002000

-745.051199

164137.160531

-5.9349365234e0360015869e+01

5

1982102420160929

2100

-74.051

164.160

6.5295028687e+01

20161128

2100

42.857

75.375

-5.2441085815e4236557007e+01

Table 1: Occurrences when the 10 metre U wind component exceeds 50 ms-1.

4313874625-81585525513e4808121839462280e48081255520050049e
6

19830930

2000

42.576

84.815

5.0510147095e+01

7

19830930

2100

42.576

84.815

6.1684814453e+01

8

19840811

1800

-5.480

137.812

1.3961134338e+02

9

19840811

1900

DateTimeLatitudeLongitude10m V

19790401

2100

-5.480

137.812

-9.6993362427e+01

19800330

900

-1.827

280.406

-5.0487777710e+01

19800831

1900

-5.199

137.531

-6.5852249146e+01

19800831

2000

-5.199

137.531

-51.0360015869e2407348633e+0102

10

1982102419840811

21002000

-745.051199

164137.160531

51.4236557007e3110269165e+0102

11

1983093019840811

20002100

42-5.576199

84137.815531

51.0510147095e2531871033e+0102

12

1983093019850812

21001900

42-5.576199

84137.815531

6.1684814453e5993698120e+01

13

1984081119850812

18002000

-5.480

137.812

18.3961134338e7721923828e+0201

14

1984081119850812

19002100

-5.199480

137.531812

1.2407348633e1631915283e+02

15

1985111619840811

20002100

-5.199480

137.531812

1-8.3110269165e0120529175e+0201

16

1984081119860724

2100900

-574.199051

137164.531160

1.2531871033e3616104126e+02

17

1985081219871016

19002100

-574.199051

137164.531160

6.5993698120e7936035156e+01

18

1985081219890420

2000

-5.480

137.812

8-5.7721923828e5810119629e+01

19

1985081219890420

2100

-5.480

137.812

-1.1631915283e2454008484e+02

20

1985111619890711

2100

38.361

78.398

1.4824528503e+02

21

19890912

900

-574.480051

137164.812160

-86.0120529175e3201354980e+01

22

1990111719860724

900600

-7441.051171

16439.160960

1-7.3616104126e1991546631e+0201

23

1987101619901117

2100700

-7441.051171

16439.160600

6-7.7936035156e2909973145e+01

24

1989042019910620

2000

-5.480

137.812

-59.5810119629e5385955811e+01

25

1989042019910620

2100

-5.480761

137138.812094

-1.2454008484e6087461853e+02

26

1989071119920415

2100800

3820.361094

7884.398375

15.4824528503e1177642822e+0201

27

1989091219921108

9002100

-745.051199

164137.160531

6-5.3201354980e9594894409e+01

28

1990111719921113

6001800

41-5.171480

39137.960812

-7.1991546631e4539321899e+01

29

1990111719921113

7001900

41-5.171761

39137.600812

-71.2909973145e4339295959e+0102

30

1991062019921113

2000

-5.480

137.812531

9-1.5385955811e5561082458e+0102

31

1991062019921113

2100

-5.761480

138137.094531

-1.6087461853e7285772705e+02

19920415

800

20.094

84.375

5.1177642822e+01

19921108

2100

-5.199

137.531

-5.9594894409e+01

19921113

1800

-5.480

137.812

-7.4539321899e+01

19921113

1900

-5.761

137.812

-1.4339295959e+02

32

19921123

2100

43.138

74.625

-7.4817504883e+01

33

19930705

2000

38.361

78.398

1.7013420105e+02

34

19930705

2100

38.361

78.398

6.0669006348e+01

35

19930815

2000

31.335

72.000

-1.2063990784e+02

36

19950127

2100

40.890

39.600

-9.3620895386e+01

37

1996071019921113

2000

-5.480

137.531812

-17.5561082458e3640014648e+0201

38

1992111319960710

2100

-5.480

137.531812

-1.7285772705e1385275269e+02

39

1992112319970422

2100

4340.138890

7439.625240

-71.4817504883e3644331360e+0102

40

1993070519970617

20001700

3839.361766

7889.398297

-1.7013420105e0041018677e+02

41

1993070519970626

21001900

38-5.361480

78137.398812

65.0669006348e7410095215e+01

42

1997062619930815

2000

31-5.335480

72137.000812

-1.2063990784e2612721252e+02

19950127

2100

40.890

39.600

-9.3620895386e+01

43

19970626

2100

19960710

2000

-5.480

137.812

78.3640014648e5113784790e+01

44

1996071019970817

21002000

-5.480

137.812

15.1385275269e6425781250e+0201

45

1997042219970817

2100

40-5.890480

39137.240812

-1.3644331360e4044223022e+02

19970617

1700

39.766

89.297

-1.0041018677e+02

46

19970923

19970626

1900

-574.480051

137164.812160

-5.7410095215e1563308716e+01

47

1997062620010127

2000600

-541.480171

13739.812960

1.2612721252e2166479492e+02

48

2001012719970626

2100700

-541.480171

13739.812960

8.5113784790e3281478882e+01

49

1997081720020602

20002100

-538.480923

13783.812320

5-6.6425781250e7981185913e+01

50

1997081720030516

2100

-5.480

137.812

16.4044223022e4198028564e+0201

51

1997092320030704

19002000

-7440.051328

16484.160240

-5.1563308716e8809799194e+01

52

2001012720040711

6001800

4140.171328

3987.960480

1.2166479492e+02

20010127

700

41.171

39.960

8.3281478882e+01

20020602

2100

38.923

83.320

-6.7981185913e+01

6328262329e+02

53

20040711

1900

40.328

87.480

7.7149871826e+01

54

20040803

2100

-5.199

137.531

-5.1051910400e+01

55

20040830

2000

-5.199

137.531

-7.2028549194e+01

56

2004083020030516

2100

-5.480199

137.812250

6-1.4198028564e5628892517e+0102

57

2003070420040912

2000

4019.328532

84277.240031

-5.8809799194e3294830322e+01

58

2004071120050805

18002000

40-5.32848087

137.480812

1-9.6328262329e3390945435e+0201

59

2004071120050805

19002100

40-5.32848087

137.480812

7-9.7149871826e8295639038e+01

60

2004080320051208

2100800

-540.199890

13739.531960

-56.1051910400e6637542725e+01

61

2004083020060304

2000900

-51.199546

137280.531406

-7.2028549194e0116149902e+01

62

2004083020060612

21001900

-5.199480

137.250812

-16.5628892517e8560852051e+0201

20040912

2000

19.532

277.031

-5.3294830322e+01

63

2006061220050805

2000

-5.480

137.812

-91.3390945435e0062788391e+0102

64

2005080520060612

2100

-5.480

137.812

-91.8295639038e1736833191e+0102

65

2005120820061210

800700

4041.890171

39.960600

65.6637542725e8087677002e+01

2006030466

900

-1.546

280.406

-7.0116149902e+01

20060612

1900

-5.480

137.812

6.8560852051e+01

20060612

2000

-5.480

137.812

1.0062788391e+02

20060612

2100

-5.480

137.812

1.1736833191e+02

20061210

800

41.171

39.600

5.1876373291e+01

67

20061219

700

41.171

39.960

6.5212203979e+01

68

20061219

800

41.171

39.600

5.0869308472e+01

69

20071227

600

20061210

700

41.171

39.600

57.8087677002e9303802490e+01

70

2006121020071227

800700

41.171

39.600960

51.1876373291e0291072083e+0102

71

2006121920071227

700800

41.171

39.960

68.5212203979e6426681519e+01

72

2009030320061219

800900

41-1.171827

39280.600406

5-6.0869308472e8449584961e+01

73

2007122720091218

6002000

4143.171138

3974.600625

7-6.9303802490e3902404785e+01

74

2007122720091218

7002100

4143.171138

3974.960625

-1.0291072083e5077589417e+02

75

2007122720100110

8002100

4140.171890

39.960

8-5.6426681519e4371688843e+01

76

2009030320111207

9002100

-141.827171

28039.406960

-65.8449584961e2954406738e+01

77

2009121820111224

2000

43.138

74.625

-68.3902404785e1969665527e+01

78

2009121820111224

2100

43.138

74.625

-1.5077589417e0727139282e+02

79

2010011020120629

21002000

40-5.890480

39137.960812

-56.4371688843e8156173706e+01

80

2012062920111207

2100

41-5.171480

39137.960812

-5.2954406738e3109390259e+01

81

2011122420130727

20001900

4338.138080

7478.625333

-86.1969665527e0674041748e+0101

82

2011122420131224

2100600

4341.138171

7439.625960

-16.0727139282e8190124512e+0201

83

2012062920131224

2000700

-541.480171

13739.812600

6.8156173706e7012496948e+01

84

2012062920131224

2100800

-541.480171

13739.812600

5.3109390259e1414718628e+01

85

2014042620130727

1900700

38-1.080265

78280.333406

65.0674041748e4881195068e+01

86

2013122420140426

600700

41-2.171108

39280.960688

6-5.8190124512e8466461182e+01

87

2013122420140426

700800

41-1.171546

39280.600688

6-8.7012496948e5272201538e+01

88

2013122420140426

800900

41-1.171546

39280.600688

5-1.1414718628e0531086731e+0102

89

2014042620150912

7001900

-15.265199

280137.406531

56.4881195068e4281372070e+01

90

2014042620160516

7001900

-25.108480

280137.688812

-51.8466461182e1651092529e+0102

91

2014042620160516

8002000

-15.546480

280137.688531

-81.5272201538e5173913574e+0102

92

2014042620160516

9002100

-15.546480

280137.688812

-17.0531086731e3943984985e+0201

93

2015091220160531

19002000

-5.199480

137.531812

68.4281372070e6714050293e+01

94

2016051620160531

19002100

-5.480

137.812

18.1651092529e5311660767e+0201

95

2016051620160825

20001900

-5.480

137.531812

18.5173913574e8643951416e+0201

96

2016051620160825

21002000

-5.480199

137.812531

76.3943984985e8540237427e+01

97

2016053120161128

2000

-543.480138

13774.812625

-8.6714050293e1585525513e+01

98

2016053120161128

2100

-543.480138

13774.812625

8-1.5311660767e6854412842e+0102

99

2016082520171011

19002100

-5.480

137.812

81.8643951416e1839462280e+0102

100

2016082520180914

20002100

-5.199480

137.531812

65.8540237427e5520050049e+01

101201611282019111620001800-5.480137.8127.6125183105e+01

20161128

2100

43.138

74.625

-1.6854412842e+02

102201911161900

20171011

2100-5.199137.5311.4759844971e+02
103201809142019111621002000-5.199137.5317.8542388916e+01
201911161800-5.480137.8127.6125183105e+01
201911161900-5.199137.5311.4759844971e+02
201911162000-5.199137.5317.8542388916e+01

...

Table 2: Occurrences when the 10 metre V wind component exceeds 50 ms-1.



Info
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This document has been produced in the context of the Copernicus Climate Change Service (C3S).

The activities leading to these results have been contracted by the European Centre for Medium-Range Weather Forecasts, operator of C3S on behalf of the European Union (Delegation Agreement signed on 11/11/2014 and Contribution Agreement signed on 22/07/2021). All information in this document is provided "as is" and no guarantee or warranty is given that the information is fit for any particular purpose.

The users thereof use the information at their sole risk and liability. For the avoidance of all doubt , the European Commission and the European Centre for Medium - Range Weather Forecasts have no liability in respect of this document, which is merely representing the author's view.

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