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Simulating the Diurnal Cycle in Semiarid Regions John M Edwards 10 th May 2018 www.metoffice.gov.uk © Crown Copyright 2017, Met Office

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Page 1: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

Simulating the Diurnal Cycle in Semiarid RegionsJohn M Edwards

10th May 2018

www.metoffice.gov.uk © Crown Copyright 2017, Met Office

Page 2: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

Outline

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q Motivation

q Soil Physics in semiarid conditions

q Three recent developments

q Adsorbed water

q Thermal Conductivity

q The Surface resistance

q Near-surface profiles of soil moisture and thermal conductivity -> parametrization

q Large-eddy simulations of the diurnal cycle over semiarid bare soil

q MONC model with interactive land surface and radiation schemes

Page 3: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

www.metoffice.gov.uk © Crown Copyright 2017, Met Office

Motivation: Cold Bias in Land Surface Temperature

Page 4: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

Errors in Land Surface Temperature vs. SEVIRI

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00 UTC

12 UTC

06 UTC

09 UTC

6th August 2016

Page 5: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

www.metoffice.gov.uk © Crown Copyright 2017, Met Office

Error in T2m at 12 UTC

Volumetric SoilMoisture 0-10 cm -ASCAT assimilated

Latent Heat Flux at 12 UTC

Ground HeatFlux at 12 UTC

Page 6: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

www.metoffice.gov.uk © Crown Copyright 2017, Met Office

Modelling the Soil Surface

Page 7: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

The Soil Surface in JULES

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q Standard thicknesses of soil layers: Δi = 0.1 m, 0.25 m, 0.65 m, 2 m

q Soil surface resistance to evaporation

q Ground Heat Flux

21 )]2/([100 D= qqFCsr

2/)]2/()0([)2/(

1

11 D

D-D=

TTG l

Page 8: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

1. Adsorbed Water

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q Soil moisture and water fluxesq Flow of capillary water through soil pores: traditional soil hydraulics

q Diffusion of vapour through air spaces

q Flow of liquid in adsorbed films: not considered in typical LSMs

q Recent Workq A Peters (2013), Water Resour. Res., 49, 6765

q Complete model for SWRC and hydraulic conductivity but contains unspecified parametersq Rudiyanto et al. (2015), Water Resour. Res., 51, 8757

q Propose equations to infer missing parameters for adsorption from existing parameters for capillary water

Page 9: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

Example: Tottori Dune Sand

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Soil Water Retention Curve Hydraulic Conductivity

Page 10: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

2. Thermal Conductivity λ

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q λ increases with water content, but only slowly at first

q Parametrizations are somewhat uncertain in the dry region

q Resistivity may be more important in practice

q Temperature difference across a constant flux layer

effλdHdz

zHTd

º=D ò0 )(1

lLu et al. (2007), Soil Sci.Soc. Am. J., 71, 8—14

Page 11: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

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q Model impact of water on thermal conductivity as a process of percolation – Ghanbarian and Daigle (2015), Water Resourc. Res., 52, 295

q Rapid increase in conductivity as domain-spanning threads of water appear

From Ghanbarian & Daigle Fig. 5

Page 12: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

3. Evaporation at the Surface

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q Standard surface resistance in JULES gives insufficient variation of evaporation with soil moisture

q Instead, follow Tang & Riley (2013), Hydrol. Earth Syst. Sci., 71, 873.

q Constant flux layer for water in soil and air, including vapour and liquid

q Use hydraulics of Rudiyanto et al. in their scheme, but do not discretize derivatives in the soil as Tang & Riley do, so as to handle sharp gradients well

q Get a continuous profiles of soil moisture etc.

Stage 2 Stage 1

Ts = 327 K

Page 13: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

Illustrative Example: Tottori Sand

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q If SWC at 5 cm (level 1) is just above residual water content in Stage 2 we may expect:

q A sharp gradient of SWC very close to the surface

q Transport by vapour in the top few mm/cm of the soil

q A zone of film flow

q Effective thermal conductivity between surface and level 1 significantly less than local value at 5 cmRelative Thermal Resistivity =λdry/λ(z)

Effective Value

Level 1

Page 14: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

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Large-Eddy Simulations

Page 15: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

q Mid-June, 40o N, Clear-sky

q Initialized at dawn

q SBL 200 m deep, Residual layer above, Strong capping inversion (dotted profile)

q Interactive Radiation and Land Surface

q Soil based on Tottori Dune Sand with assumed thermal properties – 20 % saturated initially

q Domain: 5 x 5 x 3 km (1282 x 256 pts)

q Three Simulations: 18 hours long

q CNTL (standard rs, λ at 5 cm)

q EVAP (revised rs)

q THRM (revised rs and thermal resistivity)

Diurnal Cycle in LES

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Profiles of PotentialTemperature at 11 am

Page 16: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

Surface Fluxes+ve away from surface

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LWnet↑

Ground

SHF

LHF

Page 17: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

Change in Fluxes away from the Surface

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More surface cooling

EVAP – CNTL(Dot-dashed) => LH ↓G, SH, LWn ↑

THRM - CNTL(Solid) => LH, G ↓SH, LWn ↑

Less surface cooling

Page 18: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

Soil Moisture and LST

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Soil moisture in level 1Thick: Full incl. drainage

Thin: Evaporative part

Surface TemperatureGrid-box mean

Surface Temperature at peak of cycle

Page 19: Simulating the Diurnal Cycle in Semiarid Regions · 2018-05-25 · 1. Adsorbed Water © Crown Copyright 2017, Met Office q Soil moisture and water fluxes q Flow of capillary water

Conclusions

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q Important to consider thermal and hydraulic properties of the soil togetherq Thermal resistivity in dry conditions is particularly important

q When near-surface soil moisture is close to residual value, models should represent zone of low thermal conductivity