How well do we know the climatological characteristics of the North Atlantic jet stream? Isla Simpson, CAS, CDG, NCAR

Transcription

1 How well do we know the climatological characteristics of the North Atlantic jet stream? Isla Simpson, CAS, CDG, NCAR

2 A common bias among GCMs is that the Atlantic jet is too zonal One particular contour of 500hPa geopotential height during DJF (Indicates the location of the jet stream) ERA CMIP3 High resolution models Woolings 2010

3 A common bias among GCMs is that the Atlantic jet is too zonal One particular contour of 500hPa geopotential height during DJF (Indicates the location of the jet stream) ERA CMIP3 High resolution models Woolings 2010

4 A common bias among GCMs is that the Atlantic jet is too zonal One particular contour of 500hPa geopotential height during DJF (Indicates the location of the jet stream) ERA CMIP3 High resolution models Woolings 2010

5 How well do we know the climatological characteristics of the North Atlantic jet stream? Is the climatology over the satellite record truly representative? Is this really the climatology that we should be aiming for with our models?

6 Focused on metrics of jet tilt, latitude and speed at 700hPa in the North Atlantic sector during DJFM U, 700hPa, DJF

7 A motivational example jet tilt in March ERA Interim climatology ( ) CMIP5 multi model mean climatology (35 models, )

8 A motivational example jet tilt in March

9 A motivational example jet tilt in March

10 A motivational example jet tilt in March

11 A motivational example jet tilt in March

12 A motivational example jet tilt in March

13 A motivational example jet tilt in March Jet Tilt

14 A motivational example jet tilt in March

15 A motivational example jet tilt in March CESM large ensemble Ensemble mean of 42 members

16 A motivational example jet tilt in March

17 A motivational example jet tilt in March

18 A motivational example jet tilt in March Are the models biased or is the 1979-present climatology not truly representative of the real world climatology?

19 Can we look at climatologies further back in time?

20 Over the satellite ERA we have ~37 years of data (1979 now) ERA-Interim (1979-now), MERRA2 (1980-now), JRA-55 (using 1979-now)

21 Over the satellite ERA we have ~37 years of data (1979 now) ERA-Interim (1979-now), MERRA2 (1980-now), JRA-55 (using 1979-now) We now have two 20 th Century reanalyses 20 th Century reanalysis, Compo et al 2011 (20thC) From 1850 to 2014, assimilates only surface pressure ERA-20C, Poli et al 2016 From 1900 to 2010, assimilates surface pressure and marine winds

22 Over the satellite ERA we have ~37 years of data (1979 now) ERA-Interim (1979-now), MERRA2 (1980-now), JRA-55 (using 1979-now) We now have two 20 th Century reanalyses 20 th Century reanalysis, Compo et al 2011 (20thC) From 1850 to 2014, assimilates only surface pressure ERA-20C, Poli et al 2016 From 1900 to 2010, assimilates surface pressure and marine winds Do these two reanalyses agree on jet metrics further back in time?

23 Over the satellite ERA we have ~37 years of data (1979 now) ERA-Interim (1979-now), MERRA2 (1980-now), JRA-55 (using 1979-now) We now have two 20 th Century reanalyses 20 th Century reanalysis, Compo et al 2011 (20thC) From 1850 to 2014, assimilates only surface pressure ERA-20C, Poli et al 2016 From 1900 to 2010, assimilates surface pressure and marine winds Do these two reanalyses agree on jet metrics further back in time? If so, then perhaps we can trust that they are being adequately constrained by observations and we can put the present climatology in the context of the longer 20 th Century record

24 Over the satellite ERA we have ~37 years of data (1979 now) ERA-Interim (1979-now), MERRA2 (1980-now), JRA-55 (using 1979-now) We now have two 20 th Century reanalyses Yes, the evolution of long term 20 th Century reanalysis, climatologies Compo et are al 2011 highly (20thC) correlated From 1850 to 2014, assimilates during only surface winter pressure in the North Atlantic between the two. ERA-20C, Poli et al 2016 From 1900 to 2010, assimilates surface pressure and marine winds Do these two reanalyses agree on jet metrics further back in time? If so, then perhaps we can trust that they are being adequately constrained by observations and we can put the present climatology in the context of the longer 20 th Century record

25 Comparing model climatologies with reanalysis, placing the climatology of the satellite era within the context of the full 20 th Century An example: Jet tilt in March ERA Interim MERRA2 JRA 55

26 Comparing model climatologies with reanalysis, placing the climatology of the satellite era within the context of the full 20 th Century An example: Jet tilt in March!!Note, March is an extreme example!! ERA Interim MERRA2 JRA 55

27 Comparing model climatologies with reanalysis, placing the climatology of the satellite era within the context of the full 20 th Century An example: Jet tilt in March ERA Interim MERRA2 JRA 55

28 Comparing model climatologies with reanalysis, placing the climatology of the satellite era within the context of the full 20 th Century An example: Jet tilt in March CESM1 CAM5 ERA Interim MERRA2 JRA 55

29 37 year running means of March jet tilt 20 th C reanalysis ERA20C ERA Interim MERRA2 JRA 55

30 Comparing model climatologies with reanalysis, placing the climatology of the satellite era within the context of the full 20 th Century An example: Jet tilt in March CESM1 CAM5 ERA Interim MERRA2 JRA 55

31 Comparing model climatologies with reanalysis, placing the climatology of the satellite era within the context of the full 20 th Century An example: Jet tilt in March maximum 95 th percentile CESM1 CAM5 Mean 5 th percentile minimum ERA Interim MERRA2 JRA 55

32 Comparing model climatologies with reanalysis, placing the climatology of the satellite era within the context of the full 20 th Century An example: Jet tilt in March maximum 95 th percentile CESM1 CAM5 Mean 5 th percentile minimum ERA Interim MERRA2 JRA 55

33 Other months Dec Jan Feb

34 Does this spread in climatologies over the 20 th Century primarily reflect internal variability?

35 Does this spread in climatologies over the 20 th Century primarily reflect internal variability? I think yes, because

36 Does this spread in climatologies over the 20 th Century primarily reflect internal variability? I think yes, because Variations over the 20 th Century are not at all linear (unlikely to be GHG forced)

37 Does this spread in climatologies over the 20 th Century primarily reflect internal variability? I think yes, because Variations over the 20 th Century are not at all linear (unlikely to be GHG forced) 20 th Century variations in models forced with observed boundary conditions do not correlated with those observed.

38 Does this spread in climatologies over the 20 th Century primarily reflect internal variability? I think yes, because Variations over the 20 th Century are not at all linear (unlikely to be GHG forced) 20 th Century variations in models forced with observed boundary conditions do not correlated with those observed. A similar degree of variability is seen across the LENS members or within unforced control simulations (not True in March = an interesting model vs reanalysis difference)

39 Summary We can use the 20 th Century reanalyses to look at variations in the climatology of jet metrics further back in time. The 1979-now climatology is not completely representative of the real world climatology Substantial long term variability is seen and during January, February, March, the present day climatology is unusually tilted compared to the past. These uncertainties on the true climatology of the real world should be considered for model validation.

40 Extra Slides

41 37 year running means of March jet tilt 20 th C reanalysis ERA20C ERA Interim MERRA2 JRA 55

42 Example: 700hPa zonal wind at one point in the North Atlantic in January ERA20C 20 th Century Reanalysis U(m/s) ERA20C 20 th Century Reanalysis Correlation = 0.94

43 January July Correlation(ERA20C,20thC), Interannual Variability = correlation > 0.9

44 January July Correlation(ERA20C,20thC), Interannual Variability = correlation > 0.9 Correlation(ERA20C,20thC), 37 year running means

45 Do all the reanalyses agree in the climatology of the overlapping time period ( )?

46 The correlation between ERA20C and 20thC reanalyses Correlation of interannual variability of monthly means = correlation > 0.9 January Correlation Average correlation over Atlantic grid points High correlation during winter, lower during summer

47 The correlation between ERA20C and 20thC reanalyses Correlation of 37 year running means of zonal wind January Correlation = correlation > 0.9 Average correlation over Atlantic grid points High correlation during winter, lower during summer

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51 Comparing model climatologies with reanalysis, placing the climatology of the satellite era within the context of the full 20 th Century An example: Jet tilt in March ERA Interim MERRA2 JRA 55

52 Comparing model climatologies with reanalysis, placing the climatology of the satellite era within the context of the full 20 th Century An example: Jet tilt in February CESM1 CAM5 ERA Interim MERRA2 JRA 55

53 Comparing model climatologies with reanalysis, placing the climatology of the satellite era within the context of the full 20 th Century An example: Jet tilt in February Is this climatology truly representative? CESM1 CAM5 ERA Interim MERRA2 JRA 55

54 Evolution of 37 year climatologies over the 20 th Century 20 th C reanalysis ERA20C

55 Comparing model climatologies with reanalysis, placing the climatology of the satellite era within the context of the full 20 th Century An example: Jet tilt in February CESM1 CAM5 ERA Interim MERRA2 JRA 55

56 Comparing model climatologies with reanalysis, placing the climatology of the satellite era within the context of the full 20 th Century An example: Jet tilt in February CESM1 CAM5 ERA Interim MERRA2 JRA 55

57 Comparing model climatologies maximumwith reanalysis, placing the climatology of the satellite 95era th percentile within the context of the full 20 th Century Mean An example: Jet tilt in February 5 th percentile minimum CESM1 CAM5 ERA Interim MERRA2 JRA 55

58 Comparing model climatologies maximumwith reanalysis, placing the climatology of the satellite 95era th percentile within the context of the full 20 th Century Mean An example: Jet tilt in February 5 th percentile minimum CESM1 CAM5 ERA Interim MERRA2 JRA 55 Is this range internal variability or externally forced response

59 Comparing model climatologies maximumwith reanalysis, placing the climatology of the satellite 95era th percentile within the context of the full 20 th Century Mean An example: Jet tilt in February 5 th percentile minimum CESM1 CAM5 Internal variability because. No apparent long term trends Time evolution of models forced with observed boundary conditions (ERA20CM or LENS) is not correlated with reanalysis Similar variability is seen in unforced control runs or across LENS members ERA Interim MERRA2 JRA 55 Is this range internal variability or externally forced response

60 Evolution of 37 year climatologies over the 20 th Century 20 th C reanalysis ERA20C

61 Comparing model climatologies with reanalysis, placing the climatology of the satellite era within the context of the full 20 th Century An example: Jet tilt in February CESM1 CAM5 ERA Interim MERRA2 JRA 55

62 Comparing model climatologies with reanalysis, placing the climatology of the satellite era within the context of the full 20 th Century An example: Jet tilt in February Free running simulations with observed boundary conditions (SSTs, sea ice, CO2 etc) No correlation between the time evolutions of ERA20C and ERA20CM. CESM1 CAM5 ERA Interim MERRA2 JRA 55

63 Comparing model climatologies with reanalysis, placing the climatology of the satellite era within the context of the full 20 th Century An example: Jet tilt in February Range across the same time period in 42 ensemble members of LENS ( ) CESM1 CAM5 ERA Interim MERRA2 JRA 55

64 Comparing model climatologies with reanalysis, placing the climatology of the satellite era within the context of the full 20 th Century An example: Jet tilt in February Range across 37 year samples of an atmosphere only control run with climatological SSTs/sea ice CESM1 CAM5 ERA Interim MERRA2 JRA 55

65 Comparing model climatologies with reanalysis, placing the climatology of the satellite era within the context of the full 20 th Century An example: Jet tilt in February Range across 37 year samples of a coupled control run CESM1 CAM5 ERA Interim MERRA2 JRA 55

66 Comparing model climatologies with reanalysis, placing the climatology of the satellite era within the context of the full 20 th Century An example: Jet tilt in February CESM1 CAM5 ERA Interim MERRA2 JRA 55