mesoscale dynamical downscaling and climatology of low level jets

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1 © 2011 University Corporation for Atmospheric Research. All rights reserved. Mesoscale Dynamical Downscaling and Climatology of Low Level Jets Daran L. Rife EWEA Wind Resource Assessment Technology Workshop Brussels, Belgium 09 May 2011

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Page 1: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

1© 2011 University Corporation for Atmospheric Research. All rights reserved.

Mesoscale Dynamical Downscalingand

Climatology of Low Level JetsDaran L. Rife

EWEA Wind Resource Assessment Technology Workshop

Brussels, Belgium09 May 2011

Page 2: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

2© 2011 University Corporation for Atmospheric Research. All rights reserved.

Roadmap

• Climate downscaling: Brief review• Know thy model: Nature versus models• Know thy model: Effective resolution• Know thy model: Temporal and spatial variability• Global climatology of low-level jets

Page 3: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

3© 2011 University Corporation for Atmospheric Research. All rights reserved.

Climate downscaling

Courtesy Cliff Mass, Univ. Washington

Global scale data mapped to local regionwhile adding small scale variability

Page 4: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

4© 2011 University Corporation for Atmospheric Research. All rights reserved.

Roadmap

• Climate downscaling: Brief review• Know thy model: Nature versus models• Know thy model: Effective resolution• Know thy model: Temporal and spatial variability• Global climatology of low-level jets

Page 5: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

5© 2011 University Corporation for Atmospheric Research. All rights reserved.

Nature vs. models

Nature Model

Page 6: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

6© 2011 University Corporation for Atmospheric Research. All rights reserved.

1.33 km

Model NatureNature vs. models

Page 7: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

7© 2011 University Corporation for Atmospheric Research. All rights reserved.

Typical thickness of vertical layers in mesoscale models.

The real atmosphere is afluid continuum!

Treatment of atmospheric vertical structure

Hub height

Page 8: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

8© 2011 University Corporation for Atmospheric Research. All rights reserved.

Treatment of cloudsNature Model

Clouds and rain can stronglyimpact near surface wind field.

Page 9: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

9© 2011 University Corporation for Atmospheric Research. All rights reserved.

Roadmap

• Climate downscaling: Brief review• Know thy model: Nature versus models• Know thy model: Effective resolution• Know thy model: Temporal and spatial variability• Global climatology of low-level jets

Page 10: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

10© 2011 University Corporation for Atmospheric Research. All rights reserved.

The atmosphere: A range of motions

Skamarock (2004) technique

Spectrum of visible light Spectrum of wind velocity

Skamarock (2004)

The atmosphere operates on a broad ranges of scales!

Page 11: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

11© 2011 University Corporation for Atmospheric Research. All rights reserved.

Effective spatial resolution

Skamarock (2004) technique

From Skamarock (2004)

The point where model spectrum falls off the true spectrum, marks the length scale beyond which themodel is unable to resolve motions or features.

Length scale Length scalesmalllarge smalllarge

Page 12: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

12© 2011 University Corporation for Atmospheric Research. All rights reserved.

Effective resolution: A real example

Kinetic energy spectra for winds near the ground, averaged over the northern hemisphere.

From Rife et al. (2010)

Page 13: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

13© 2011 University Corporation for Atmospheric Research. All rights reserved.

Resolution~60 m in x-dir ~40 m y-dir

0.025 m vertical

Vertical

From Haupt et al. (2010)

Even CFD models underrepresent the true range of motions!

Page 14: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

14© 2011 University Corporation for Atmospheric Research. All rights reserved.

Effective resolution(~100 m)

Even CFD models underrepresent the true range of motions!

From Haupt et al. (2010)

Page 15: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

17© 2011 University Corporation for Atmospheric Research. All rights reserved.

Effective resolution also depends on the type of model

Skamarock (2004) technique

Red curves = ObservedGreen/blue curves = model

From Knievel et al. (2010)

Gulf stream

Gemini

Page 16: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

18© 2011 University Corporation for Atmospheric Research. All rights reserved.

Roadmap

• Climate downscaling: Brief review• Know thy model: Nature versus models• Know thy model: Effective resolution• Know thy model: Temporal and spatial variability• Global climatology of low-level jets

Page 17: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

19© 2011 University Corporation for Atmospheric Research. All rights reserved.

Spatial and temporal variability• Even high

resolution models under represent the true amount of atmospheric variability!

Rife et al. (2004)

100 km

40 km

40 km

Page 18: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

20© 2011 University Corporation for Atmospheric Research. All rights reserved.

Roadmap

• Climate downscaling: Brief review• Know thy model: Nature versus models• Know thy model: Effective resolution• Know thy model: Temporal and spatial variability• Global climatology of low-level jets

Page 19: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

21© 2011 University Corporation for Atmospheric Research. All rights reserved.

Global corridorsof wind power

Arrows = Mean 500-m-AGL winds at local midnight, plotted every 20th grid point.

Colors = Locations of strong nocturnal low-level jets.

From Rife et al. (2010; Journal of Climate)

Page 20: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

22© 2011 University Corporation for Atmospheric Research. All rights reserved.

NLLJs: A vast resource of windenergy

Vertical, dotted black lines mark Bonner (1968) wind speed classes.

1985-2005

Page 21: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

23© 2011 University Corporation for Atmospheric Research. All rights reserved.

Summary

• Downscaling models are an indispensible tool for wind resource assessment.

• Know the limitations of your model!• NLLJs are ubiquitous within world’s land covered

areas— Mesoscale through synoptic-scale in extent.— Vast source of wind power that remains largely

untapped.

Page 22: Mesoscale Dynamical Downscaling and Climatology of Low Level Jets

24© 2011 University Corporation for Atmospheric Research. All rights reserved.

Questions?