radiation in acme - climate model€¦ · philip cameron-smith, acme meeting, summer 2017 (bolger...

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Radiation in ACME To explore issues ACME is facing associated with radiation, and possible improvements Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344.

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Page 1: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

Radiation in ACME To explore issues ACME is facing associated

with radiation, and possible improvements

Philip Cameron-Smith,

ACME meeting, Summer 2017 (Bolger Center)

LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344.

Page 2: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

Radiation affects Atm, Land, Ocn, Ice

Page 3: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

Radiation is still uncertain

Page 4: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

Key points:

High-resolution surface radiation, temperature, precipitation, humidity, winds are likely to be important drivers of surface processes, especially in the Arctic.

Topography and microtopography controls on surface radiation budgets have large potential impacts in permafrost landscapes (next slide).

Page 5: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

(Fig 6.20, IPCC AR5, WG I, 2013)

CO2 feedbacks

Climate feedbacks

Permafrost and

wetlands feedbacks

Page 6: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

3

What does “high-resolution ESM gridcell” mean for the Arctic?

Image credits: Jiafu Mao, Salil Mahajan, Michele Thornton

Page 7: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

Observations illustrate

interactions among terrain,

vegetation distribution, and snow.

Surface radiation plays an

important role in these

interactions.

Page 8: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

Terrain and Microtopography

VegetationSnow

Surface Hydrology

Subsurface Thermal-Hydrology

Soil Biogeochemistry

Page 9: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

Detailed studies in several Arctic tundra watersheds on Alaska’s Seward Peninsula (NGEE-Arctic)

Page 10: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

Teller watershed: 2.3 km2 HUC-12 containing the Teller watershed: 140 km2

Page 11: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

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Impact of surface heterogeneities on land surfacefluxes and states in simulations using an

uncoupled, hyper-resolution land surface model

Gautam Bisht and William Riley

Earth & Environmental Sciences Division,Lawrence Berkeley National Laboratory

June 2, 2017

Page 12: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

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Research objectives

Local surface topographic features (e.g. slope, aspect), as well as,non-local topographic features (e.g. terrain shading, sky viewfactor), impacts total amount of solar radiation reaching theEarth’s surface. Yet, the ACME land model assumes a flat Earthwith an unobstructed view of sky.

1. How does surfaceheterogeneities due tosoils, vegetation cover, andtopography impactcoarse-scale surface fluxesand states?

2. What is the relative impactof various sources ofsurface heterogeneities oncoase-scale surface fluxesand states?

Page 13: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

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Methodology

I Sources of heterogeneities

1. Soils (POLARIS30)

2. PFT (MODIS)

3. Surface elevation (GTOP30)

I ALM is modified to account for effects of topography (slope andaspect) on downwelling solar radiation

I Surface dataset created at 1km horizontal resolution

I Each watershed was driven by 1× 1 CRUC forcing dataset

I Simulation length was 20-years

I Surface dataset contained 100% naturally vegetated land

I Watersheds

1. Rio Grand headwaters watershed, CO

2. Snake headwater watershed, Wyoming

Page 14: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

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Methodology (continued)

I Following set of ALM simulations were performed:

Code Soil PFT Surface elevation

UUF Uniform Uniform FlatVUF Variable Uniform FlatUVF Uniform Variable FlatVVF Variable Uariable FlatUUT Uniform Uniform TopographyVUT Vniform Uniform TopographyUVT Uariable Variable TopographyVVT Variable Variable Topography

Page 15: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

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Rio Grande Headwaters

Page 16: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

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Rio Grande Headwaters: Monthly R↓shortwave

J F M A M J J A S O N D0

100

200

300

400[W

m−2

]

Rsdown: Mean

UUFVVT

J F M A M J J A S O N D0

5

10

15

20

25

30

[Wm

−2]

Rsdown: Standard dev

UUFVVT

Page 17: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

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Rio Grande Headwaters: Monthly sensible heat flux

J F M A M J J A S O N D

0

50

100

150

200[W

m−2

]

SH: Mean

UUFVVT

J F M A M J J A S O N D0

10

20

30

40

50

[Wm

−2]

SH: Standard dev

UUFVVT

Page 18: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

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Rio Grande Headwaters: Monthly latent heat flux

J F M A M J J A S O N D0

20

40

60

80

100[W

m−2

]

LH: Mean

UUFVVT

J F M A M J J A S O N D0

5

10

15

20

[Wm

−2]

LH: Standard dev

UUFVVT

Page 19: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

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Conclusion

I Surface heterogeneities have negligible impact on domainaverage fluxes and states.

I Surface heterogeneities lead to spatial variability in simulatedfluxes and states.

Page 20: Radiation in ACME - Climate Model€¦ · Philip Cameron-Smith, ACME meeting, Summer 2017 (Bolger Center) LLNL-PRES-708641 Prepared by LLNL under Contract DE-AC52-07NA27344. Radiation

Conclusion

• Sub-gridscale Land heterogeneity will affect

climate response.

• Correlated land-use with snow affects the

mean response.