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The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst, S. Semmer, R. Roberts, Jim Wilson (NCAR) B. Geerts (Univ. of Wyoming) R. Cuenca (Oregon State) + R. Grossman (CoRA) + P. Blanken (CU) + D. Niyogi (NCSU) + E. Small (CU) + D. Stauffer and K. Davis (PSU), T. Holt (NRL) Goals: 1. Collect and analyze IHOP surface/vegetation/soil/aircraft data 2. Validate and improve models (Noah LSM, CLM, HRLDAS, Coupled WRF/Noah system) 3. Investigate the relationships between land variability and convection initiation
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Page 1: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes

Margaret LeMone and Fei Chen, with acknowledgments to collaborators:

T. Horst, S. Semmer, R. Roberts, Jim Wilson (NCAR) B. Geerts (Univ. of Wyoming) R. Cuenca (Oregon State) + R. Grossman

(CoRA) + P. Blanken (CU) + D. Niyogi (NCSU) + E. Small (CU) + D. Stauffer and K. Davis (PSU), T. Holt (NRL)

Goals: 1. Collect and analyze IHOP surface/vegetation/soil/aircraft

data 2. Validate and improve models (Noah LSM, CLM, HRLDAS,

Coupled WRF/Noah system)3. Investigate the relationships between land variability and

convection initiation

Page 2: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

15 King-Air BLH Missions + 10 NCAR Surface, Soil, and Vegetation Stations

ABLE Network

OK MesonetWestern TrackSites 1, 2, 3CU station 10

Central TrackSites 4, 5, 6

Eastern TrackSites 7, 8, 9

Page 3: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Characteristics of the Flight Tracks

Page 4: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

The Eastern Track

Compare CASES-97To IHOP

David Gochis (left) and Bob Grossman (right)

Page 5: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Eastern Track:Radiometric Surface Temperature

IHOP: Riparian areas warm

CASES97: Riparian areas cool

Winter wheat effect?

Page 6: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Eastern Track: Potential Temperature

IHOP: West warm

CASES97: Center warm

Page 7: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

CASES-97: Mesoscale Circulations

Flight Track

Page 8: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Evaluation of flux measurements for relating to surface heterogeneity

Lx = record lengthF = flux (average w’s’)F = turbulence integral scalerw’s’’

2 = correlation between w’ and s’

2''

2''

2

1

12

sw

sw

x

FF

r

r

LF

1. Statistics

2. Adherence to surface energy balance constraint:

H + LE = Rn – G ~ constant spatially H = sensible heat flux LE = latent heat flux Rn = net radiatioin G = heat flux into ground

3. Existence of horizontal variability

Page 9: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

June 17, 20, 22 composite (21 legs)

17 J 201 deg at 7.7 m/s20 J 163 deg at 5.3 m/s22 J 179 deg at 9.4 m/s

Last rain on15 June

Page 10: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

For comparison…CASES-97 Sensible Heat Flux (H)

-96.9o is site of lowH; maximumshifted to east

Page 11: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

CASES-97 LE (-96.9o High LE)

Page 12: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Net result of flux difference: boundary-layer depth 150-250 m deeper at west end of track

17 June – W 250 m deeper than E20 June – W 150 m deeper than E22 June – W 240 m deeper than E

Page 13: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Eastern Track Synthesis reinforces findings of Grossman et al. 2004.

Land use affects radiometric surface temperature (Ts),potential temperature () , fluxes (H and LE),

and turbulence level (w’2)

Ts, , H, w’2 higher and LE lower over dormant vegetation; reverse for green vegetationVegetation related to terrain April-early May (CASES): Winter wheat to W and

in riparian zones green, grass dormant late May-June (IHOP): Grass green, winter wheat

senescent and then harvested.Soil moisture effect less obvious (long drydown for 17,20, 22 June)

Page 14: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Western Track: Radiometric Surface Temperature

Rainfall:16-17 May < 5 mm23 May ~ 3 mm26-27 May: 20-30 mm

in north to >80 mm to south

4-5 June ~15-20 mm

Silty Clay Loam Sandy Loam Soils Land cover

Page 15: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Air Temperature

Rainfall:

16-17 May < 5 mm 23 May ~ 3 mm26-27 May: 30-30 mm north 90 mm south 4-5 June 15-20 mm

Page 16: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Distribution of Fluxes (Sensible Heat)

177/13.2

191/4.9

133/2.5199/10.6

Page 17: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Distribution of Fluxes (Latent Heat)

Page 18: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

29 May 2002: Contrast Between Station 3 (north) and Station 1 (south) ~50 km apart

Site 1 (western track) Site 3 (western track)

rain

Soil moisture

Net RadLatent heat

Sensible heat

Site3: drier, larger sensible heat flux

Page 19: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Turbulence – 29 May 2002

Page 20: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Wyoming Cloud Radar: Independent Confirmation of More vigorous BL to north on 29 May

NORTH – More Vigorous Convection

SOUTH – Less Vigorous Convection Bart Geerts

Page 21: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Synthesis for Western Track

Potential temperature H, and Ts larger tonorth most days (but not all)-- Sandy soil to north (better drained)-- More rain to south

29 May strong heterogeneity due heavy rain onsouth end of track 2 days previous.

Mesoscale variability on some days of currentlyunknown origin

Page 22: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

IHOP Boundary Layer/Surface Data

• Data sets completed – Near-surface weather conditions, PAR, surface incoming and net radiation

(full component at sites 1,8, and 9), precipitation, surface heat fluxes, ground heat flux

– Latent heat fluxes recalculated from energy budgets– Soil bulk density, soil texture, saturated hydraulic conductivity, unsaturated

hydraulic conductivity function, thermal conductivity, and the soil-water retention function

– Weekly vegetation data: NDVI, leaf area index (LAI), stomatal resistance, transpiration

– CO2 concentrations at sites 1 and 8– MODIS data – Diurnal cycle of stomatal resistance and transpiration for a few selected

sties– Aircraft fluxes and NDVI along the flight tracks– Available @ www.rap.ucar.edu/projects/land/IHOP/index.htm

• Data sets being processed – Soil moisture content, soil water tension (potential), and soil temperature

profiles from the surface to a depth of 90 cm (about seven weeks). Three profiles at sites 1 and 9

– Landsat data

Page 23: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Modeling and Analysis Effort

• Validate and improve LSMs– Weather Community Noah LSM (CU/NCAR, NCSU/NCAR): – CLM (CU/NCAR)

• Verify WRF/Noah LSM coupled model (NCAR)• Verify high-resolution land data assimilation

system (HRLDAS) • Understand relationships between soil moisture

and convection initiation (extension of our USWRP work)

Page 24: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

High-Resolution Land Data Assimilation System (HRLDAS) : Capturing Small-Scale Variability

• Input: – 4-km hourly NCEP Stage-II

rainfall– 1-km landuse type and soil

texture maps – 0.5 degree hourly GOES

downward solar radiation – 0.15 degree AVHRR vegetation

fraction – T,q, u, v, from model based

analysis• Output: long term evolution of

multi-layer soil moisture and temperature, surface fluxes, and runoff

4-km HRLDAS surface soil moisturein IHOP domain 12 Z May 29 2002

Page 25: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

High-Resolution Land Data Assimilation System (HRLDAS) Concept

Run uncoupled LSM on the same grid as MM5/WRF to avoid:• Mismatch of terrain, land use

type, soil texture, physical parameters between sources of soil data and NWP models

• Need for interpolation

Page 26: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

4-month (2002) HRLDAS Soil Moisture vs Oklahoma Mesonet Observation

Surface (0-10 cm) volumetric soil moisture averaged for Mesonet 62 stations

Page 27: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

IHOP Data Improve HRLDAS

monthly average diurnal cycle of downward solar radiation fluxes (9 sites)

GOES derived downward solar radiation have high bias for low solar angle

An adjustment of radiation input has been made to HRLDAS

Page 28: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

14:00

Refractivity

IHOP Refractivity Hourly HRLDAS Evaporation (mm)

Refractivity

12:00 12:00

14:00

Page 29: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

IHOP Refractivity Hourly HRLDAS Evaporation (mm)

18:00

Refractivity

16:00

Refractivity

16:00

18:00

Page 30: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Comparison between WRF/Noah (10-km) and Wyoming King Air data

Surface heat flux along the western leg valid @ 19Z 29 May 2002

Page 31: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Comparison between WRF/Noah (10-km) and Wyoming King Air data

Variance of surface heat flux along the western legvalid @ 19Z 29 May 2002

Page 32: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Where from here

Generalize fluxes using surface, aircraft, satellite infoUse data to test models (LSMs, WRF PBL, CI)

How much can models do?How can we improve models?Does this improve prediction of convective

initiation?

Iterate….

Page 33: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Comparison between HRLDAS (4-km) and Wyoming King Air data

Surface heat flux along the western legvalid @ 19Z 29 May 2002

Page 34: The Effects of Surface Heterogeneity on Boundary-Layer Structure and Fluxes Margaret LeMone and Fei Chen, with acknowledgments to collaborators: T. Horst,

Comparison between HRLDAS (4-km) and Wyoming King Air data

Variance of surface heat flux along the western legvalid @ 19Z 29 May 2002


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