development and evaluation of a mosaic/tiling approach in the wrf-noah framework

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Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework Dan Li 1 Elie Bou-Zeid 1 , Michael Barlage 2 , Fei Chen 2 , James A. Smith 1 1: Department of Civil and Environmental Engineering, Princeton University 2: Research Applications Laboratory (RAL), National Center for Atmospheric Research The 14th Annual WRF Users' Workshop

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The 14th Annual WRF Users' Workshop. Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework. Dan Li 1 Elie Bou-Zeid 1 , Michael Barlage 2 , Fei Chen 2 , James A. Smith 1 1: Department of Civil and Environmental Engineering, Princeton University - PowerPoint PPT Presentation

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Page 1: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

Development and evaluation of a mosaic/tiling approach in the WRF-Noah

framework

Dan Li1

Elie Bou-Zeid1, Michael Barlage2, Fei Chen2, James A. Smith1

1: Department of Civil and Environmental Engineering, Princeton University

2: Research Applications Laboratory (RAL), National Center for Atmospheric Research

The 14th Annual WRF Users' Workshop

Page 2: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

Introduction to the mosaic/tiling approach

Evaluation against observations Case 1: a clear day, 2009-07-14 Case 2: a rainfall period, 2008-07-21 to 2008-

07-27

Conclusions

Outline

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Page 3: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

Real World: multiple “tiles” within a “grid cell”

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dx

dy

Grassland 54%

Forest 9%

Urban 27%

Water 6%Wetland

4%

Page 4: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

Modelling World: dominant vs mosaic

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WRF-Noah WRF-Noah-mosaic (N=3)

Grassland 100%

Urban 30%

Forest

10%

Grassland 60%

Page 5: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

Urban environments provide a good test bed for this mosaic/tiling approach due to the considerable surface heterogeneities and the substantial differences between different surface types (e.g., impervious surface and vegetated surface).

Despite that high-resolution (~1–3 km) numerical simulations are usually conducted in urban environments, the sub-grid scale variability of land surface characteristics remains important.

Hypothesis

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Page 6: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

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Domain configuration

NLCD2006: 30 m resolution, 3 urban categories

Page 7: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

the Rapid Radiative Transfer Model (RRTM) scheme for longwave radiation

the Dudhia scheme for shortwave radiation the 2D Smagorinsky scheme for horizontal diffusion the Mellor-Yamada-Janjic planetary boundary layer

scheme the WSM-6 scheme for microphysics the Single-layer Urban Canopy Model for urban physics North America Regional Reanalysis (NARR)

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WRF other physics and forcing

Page 8: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

Introduction to the mosaic/tiling approach

Evaluation against observations Case 1: a clear day, 2009-07-14 Case 2: a rainfall period, 2008-07-21 to 2008-

07-27

Conclusions

Outline

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Page 9: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

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A clear-day case: fluxes at Cub hill

dx= 1km

dy= 1km

Dryland cropland

25%Deciduous

broadleaf forest22%

Low density urban40%

Others13%

Page 10: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

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Rn G

A clear-day case: fluxes at Cub hill

Page 11: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

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H LE

A clear-day case: fluxes at Cub hill

Page 12: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

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A clear-day case: MODIS over d03

MODIS-observed land surface temperature pattern over d03 at about 12:30 PM.

Page 13: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

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Page 14: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

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A rainfall period: Boundary layer profiles

Page 15: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

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A rainfall period: Boundary layer profiles

Page 16: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

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A rainfall period: rainfall distribution

Page 17: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

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The impact of N

Page 18: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

A mosaic/tiling approach is developed and tested within the WRF-Noah framework.

It generally shows better performance over the dominant approach in the domain that we examined here, especially under clear-sky conditions.

Simulated results are sensitive to the number of tiles.

Conclusions

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Page 19: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

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Thank you !

Acknowledgements: This work is supported by NSF under grant CBET-1058027 and by the Mid-Infrared Technology for Health and the Environment (MIRTHE) NSF center at Princeton University (Grant EEC-0540832). The simulations were performed on the supercomputing clusters of the National Center for Atmospheric Research and of Princeton University. The authors also thank Mary Lynn at Princeton University for helping us process some of the experimental data sets.

Page 20: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

The atmospheric properties are uniform across the grid.

The land-atmosphere coupling is uniform across the grid.

Each land-cover tile has a soil tile associated with it, but the soil properties are uniform across the grid.

For grid cells that are dominated by water/sea-ice, the mosaic

approach is not used. For grid cells that are not dominated by water/sea-ice, water/sea-ice tiles are not considered.

A few assumptions

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Page 21: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

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Page 22: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

SWin LWin

A clear-day case

Page 23: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

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The thermal roughness (zot) parameterization Previous studies have shown that the thermal

roughness parameterization has an importance impact on the simulated land surface temperature1,2.

Zilitinkevich vs CZ093

1, Li and Bou-Zeid (2013) Synergistic Interactions between Urban Heat Islands and Heat Waves: the Impact in Cities is Larger than the Sum of its Parts. J Appl Meteorol Clim. (in press).2, Li and Bou-Zeid (2013) Quality and Sensitivity of High-Resolution Numerical Simulation of Urban Heat Islands. Environmental Research Letters. (in review).3, Chen and Zhang (2009) On the coupling strength between the land surface and the atmosphere: From viewpoint of surface exchange coefficients Geophys. Res. Lett. 36 L10404

Page 24: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

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1, Li and Bou-Zeid (2013) Synergistic Interactions between Urban Heat Islands and Heat Waves: the Impact in Cities is Larger than the Sum of its Parts. J Appl Meteorol Clim. (in press).2, Li and Bou-Zeid (2013) Quality and Sensitivity of High-Resolution Numerical Simulation of Urban Heat Islands. Environmental Research Letters. (in review).3, Chen and Zhang (2009) On the coupling strength between the land surface and the atmosphere: From viewpoint of surface exchange coefficients Geophys. Res. Lett. 36 L10404

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Page 26: Development and evaluation of a mosaic/tiling approach in the WRF-Noah framework

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The UCM temperature