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Land Ecosystems and Climate a modeling perspective Samuel Levis Community Land Model Science Liaison Terrestrial Sciences Section, CGD, ESSL, NCAR 12 August 2009

Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

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Page 1: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Land Ecosystems and Climatea modeling perspective

Samuel LevisCommunity Land Model Science Liaison

Terrestrial Sciences Section, CGD, ESSL, NCAR

12 August 2009

Page 2: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Why the Land?

• the land surface is a critical interfacebetween atmosphere, lithosphere, hydrosphere,

biosphere, cryosphere, anthroposphere

• where humans environmental change

Page 3: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Climate change

Vegetation dynamics

Land use

Absorbed solar

radiation

Diffu

se s

ola

r

radia

tio

n

Longw

ave

radia

tio

n

Reflected solar

radiation

Em

itte

d lo

ngw

ave

radia

tio

n

Sensib

le h

eat

flu

x

La

ten

t h

ea

t flu

x

ua0

Momentum flux

Wind speed

Soil heat flux

Heat transfer

Drainage

Canopy

Evaporation

Interception

SnowMelt

Sublimation

Throughfall

Stemflow

Infiltration Surface runoff

Evaporation

Transpiration

Precipitation

Soil

Energy fluxes Hydrology/Rivers

Establishment

GrowthCompetition

Disturbance Deforestation

Reforestation

Current-generation land models

Urbanization

Ice sheets

Climate change

Heterotrophic

respiration

PhotosynthesisAutotrophic

respiration

Litterfall

Nutrient

uptake

Foliage

Stem

Root Soil carbon

Mineralization

Fire

Biogeochemical CyclesBVOC

Dust

Land Mgmt

Page 4: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

First a note about complexity…

• Soil moisture… (Levis & Cramer)

• Carbon fluxes… (CCSM BGC Working Group)

Not so good

Better

Simple Intermediate Complex

Model complexity

Agreement with obs

Biome1

LPJ

CLM-casa

IBIS

CLM-cn

Page 5: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Thornton et al.

CLM-CN:

Biogeochemical Cycles in the CLM

Page 6: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

CNDV:

Dynamic Vegetation in the CLM

Year 1:Bioclimatology accumulators

lake wetland

natural vegetation

glacier urban

0.11 baref

crop

lake wetland

natural vegetation

glacier urban

999.02 baref

crop

End of year 1:Establishment

Year 2+:Bioclimatology accumulatorsBiogeochemistryPhotosynth., respir., growth, mortality

End of year 2+:EstablishmentCompetition for Light (space)

Levis et al.

Page 7: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

250-year CNDV simulation:

CLM3.5 driven with observed weather

Page 8: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

boreal

tropical

arctic

arid

???

static

temperate

boreal

Page 9: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Linking Land Models to

Other Components…

land

atm

couplerocean sea-ice

Page 10: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Linking Land and Ocean Models

Page 11: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Linking Land and Atmosphere Models

±?

Page 12: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Land-Atmosphere Interactions

LAND-ATMOSPHERE FEEDBACKS

• Climate changes → vegetation responds

• Vegetation changes → climate responds:

A. Biogeophysical feedbacks:

1. Surface radiation balance Rn = S + L

2. Surface heat balance Rn = H + lE

B. Biogeochemical feedbacks (e.g. carbon cycle)

Page 13: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

2 x CO2 climate and vegetation

(Levis et al. 1999)

month latitude

DL

ea

f A

rea

In

de

x (

m2

lea

f m

-2g

rou

nd

)

ºN ºN ºN

2xC

O2

wa

rmin

g

Page 14: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Biogeophysical feedbacks

1. Surface radiation balance:

Trees darken snow-covered surfaces

SNOW COVERED TUNDRA BOREAL FOREST

S

S

atSabS

Tt < Tb

at 0.8 ab 0.2

Page 15: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Biogeophysical feedbacks1. Surface radiation balance

Trees darken snow-covered surfaces

2. Surface heat balance Rn = H + lEVegetation increases the latent heat flux

S S

lE

lE

HH

AMAZON BASIN

Page 16: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Trees increase evapotranspiration

…deforestation decreases it

(Shukla et al. 1990)

Temperature (K) Precipitation (mm yr-1) Evapotranspiration (mm yr-1)

+

+

– –

Page 17: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Sensitivity to I.C.?

Two candidate regions tested:

– North African Savannah

– Boreal Forest – Tundra Boundary

Page 18: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Sensitivity to IC: North Africa

Brovkin et al. 1998

Page 19: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Sensitivity to IC: Boreal Regions

• Not found

Page 20: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Atmosphere-Vegetation

interactions

…short time scales

Page 21: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Schwartz & Karl, 1990 (fig. 1,3)Schwartz & Karl, MWR, 1990: A study of field observations

Page 22: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

NH TSA

(Levis & Bonan 2004)

Page 23: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

DGVM as evaluation tool

• LPJ-dgvm in NCAR-LSM (Bonan et al. 2003)

• LPJ-dgvm in the CLM (Levis et al. 2004)

LSM BROADLEAF EVERGREEN TREES CLM

Page 24: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

DGVM as evaluation tool

• Bioclimatic limits: T

• GPP: T, q, radiation, CO2, phenology

• Respiration: T

• Nutrients…

• Vegetation responds to

Means… Annual cycles...

Interannual variability… Extremes

Page 25: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

CLM-DGVM: offline simulations

Bonan & Levis (2006)

Page 26: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

CLM-DGVM: offline simulations

Bonan & Levis (2006)

Page 27: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Bonan & Levis (2006)

Page 28: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

CLM-DGVM: coupled simulations

Bonan & Levis (2006)

Page 29: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

CLM-DGVM: coupled simulations

Bonan & Levis (2006)

Page 30: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1
Page 31: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Biosphere-Atmosphere interactions

OV and CV become modified to OVM and CVM

Ec…

q…

R… (=> less water remains for local recycling)

Et… (by not as much as Ec declined)

ET = Ec + Et + Eg

Atmosphere-Biosphere responses in Amazonia within 2 years in CVM

P… (as less water remains for local recycling)

Forest Grassland

ET = Ec + Et + Eg

P…

Atmosphere responses in Amazonia without DGVM

P… no decrease => dynamic veg played a role in the reduction in CVM

Page 32: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Lessons learned

• Improvement of offline model does not

guarantee improvement in coupled model

• Do not wait long to test coupled model

• No quick fix to CLM’s dry bias. Result:

CLM3 CLM3.5 CLM4 and

CCSM distinguished achievement award

Page 33: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Atmosphere-Vegetation

interactions

…land use

Page 34: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Vegetation-snow albedo feedback

CAM3/CLM3.5 ensemble average

Bonan et al., unpublished

Increased surface albedo cooling

Page 35: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Mid-latitude summer

CAM3/CLM3.5 ensemble average

Decrease in daily maximum is offset by increase in daily minimum temperature

Feedbacks with clouds & precip

Bonan et al., unpublished

Page 36: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Feddema et al. (2005) Science 310:1674-1678

Future land use effect on temperature(SRES land cover + SRES atmospheric forcing) - SRES atmospheric forcing

Summer temperature change by 2100

A2 – Most arable land used for farming by 2100 to support a large global population

B1 - Temperate reforestation due to declining population and farm abandonment in the latter part of the century

Page 37: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Sitch et al. (2005) GBC, doi:10.1029/2004GB002311

A2 - widespread cropland B1 - temperate reforestation

Biogeochemical

Net effect similar

Biogeophysical

Future land use effect on temperature

DT2100

Page 38: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Arable land converted to C storage or biofuels- Reforestation to sequester carbon- Biofuel plantations to substitute fossil fuels

Land use policies to mitigate climate change

Plantations reduce CO2 coolingReduce surface albedo warmingCarbon plantations have lower albedo than biofuels

IPCC A1B scenario PLANTATIONS in 2100

Green = carbon plantationsGreen + red = biofuel plantations

Hybrid poplar plantation Ethanol from maizeSchaeffer et al. (2006) GBC, doi:10.1029/2005GB002581

Page 39: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Carbon cycleCrop managementLand cover change

Water systems

Aerosols and biogenic emissions

Biofuels – research needs

Nitrogen cycle

BEACCHON project, NCAR

Maize/Poplar/Switchgrass

Center pivot irrigation, northern California

Beth Holland, NCAR

particlesparticles

Page 40: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Land management

• Irrigation: Sacks et al. (2008)

• Fertilization: papers by Kucharik et al.

• Rotation: Twine et al. (2004), Lamptey et al. (2005)

• Tillage: Lobell et al. (2006) incr. albedo for no till case

Page 41: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Urban systems

Oleson et al. (2008) J. Appl. Meteor. Climatol., in press

Energy fluxes are modeled for an idealized urban canyon. Key model parameters are:

H/W – ratio of building height and street widthWroof – fractional roof areafpervious – fractional greenspaceBuilding materials – thermal and radiative properties

Represent climate change where people live

Urban canyon

Page 42: Land Ecosystems and Climate · (Levis & Cramer) • Carbon fluxes… (CCSM BGC Working Group) Not so good Better Simple Intermediate Complex Model complexity Agreement with obs Biome1

Summary and Conclusions

• Human dimensions: a new frontier in CCSM research

• Land use & mgmt, urbanization: steps in that direction

• Still also resolving more basic issues:

biogeophysical & biogeochemical processes