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Accounting for terrestrial ecosystem feedbacks in a regional climate model Baltex 2008: Utility of Regional Climate Models Ben Smith Geobiosphere Science Centre, Lund University, Sweden Credits: Patrick Samuelsson, Ulf Hansson, Rossby Centre SMHI Anna Wramneby, Lund University

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Page 1: Accounting for terrestrial ecosystem feedbacks in a ... · Accounting for terrestrial ecosystem feedbacks in a regional climate model ... Journal of Ecology Aborrtjärnen, Sweden

Accounting for terrestrial ecosystem feedbacksin a regional climate model

Baltex 2008: Utility of Regional Climate Models

Ben Smith

Geobiosphere Science Centre,Lund University, Sweden

Credits:

Patrick Samuelsson, Ulf Hansson, Rossby Centre SMHI

Anna Wramneby, Lund University

Page 2: Accounting for terrestrial ecosystem feedbacks in a ... · Accounting for terrestrial ecosystem feedbacks in a regional climate model ... Journal of Ecology Aborrtjärnen, Sweden

Global carbon cyclemean stocks and fluxes for 1990s (Gt C)

oceans:38 000 +2/yr

soils: 1700

vegetation:600

atmosphere: 760 +3/yr

terrestrial ecosystems:2 300 +3/yrland use

change

fossil fuel burningcement production

92

90

8

6 2

120

123

Source: IPCC, 2007

Page 3: Accounting for terrestrial ecosystem feedbacks in a ... · Accounting for terrestrial ecosystem feedbacks in a regional climate model ... Journal of Ecology Aborrtjärnen, Sweden

Albedo change could offset carbon sequestrationas forests expand at high northern latitudes*

*Betts 2000Nature 408: 187

Albedo change

Radiation forcing due to albedo change

W m−2

CO2-emission yielding same radiation forcing

tC ha−1

Page 4: Accounting for terrestrial ecosystem feedbacks in a ... · Accounting for terrestrial ecosystem feedbacks in a regional climate model ... Journal of Ecology Aborrtjärnen, Sweden

latent heat(evapo-

transpiration)sensible

heat

sensibleheat

incomingSW radiation

incomingSW radiation

Partitioning of land surface-atmosphere energy fluxesdepends on vegetation type and cover

latent heat(evapo-

transpiration)

Page 5: Accounting for terrestrial ecosystem feedbacks in a ... · Accounting for terrestrial ecosystem feedbacks in a regional climate model ... Journal of Ecology Aborrtjärnen, Sweden

Land surface scheme of RCA3*

• forest, open land, bare ground, snow

• conifer, broadleaved forest (prescribed fractions)

• leaf phenology (prescribed)• leaf area index (scaled to

soil T)

*Samuelsson et al. 2006Nature 408: 187

Page 6: Accounting for terrestrial ecosystem feedbacks in a ... · Accounting for terrestrial ecosystem feedbacks in a regional climate model ... Journal of Ecology Aborrtjärnen, Sweden

Soil organicmatter

SOM dynamics

populationdynamics

migrationphenology& growth

Vegetation

climateCO2

LPJ-GUESS – a process-based ecosystem modelling framework*

*Smith et al. 2001Global Ecology and Biogeography 10: 621

Page 7: Accounting for terrestrial ecosystem feedbacks in a ... · Accounting for terrestrial ecosystem feedbacks in a regional climate model ... Journal of Ecology Aborrtjärnen, Sweden

0

5

10

15

20

0

5

10

15

20Model Model

Bio

mas

s (k

gC m

−2)

0

4

8

12

16

0

4

8

12

16Pollen record Pollen recordP

olle

n ac

cum

ulat

ion

rate

Years before present Years before present200040006000800010,000 0 200040006000800010,000 0

Pinus sylvestrisPicea abiesPopulus tremula

Betula spp.Alnus incanaUlmus glabra

Quercus roburTilia cordataCorylus avellana

*Miller et al. 2008Journal of Ecology

Aborrtjärnen, Sweden 63° 53’ N Laihalampi, Finland 61° 29’ N

Modelling Holocene vegetation history in Fennoscandia*

Page 8: Accounting for terrestrial ecosystem feedbacks in a ... · Accounting for terrestrial ecosystem feedbacks in a regional climate model ... Journal of Ecology Aborrtjärnen, Sweden

Observed and modelled changes in leaf phenology and LAI*

*Lucht et al. 2002.Science 296: 1687-1689

Global land areasnorth of 40°N

Page 9: Accounting for terrestrial ecosystem feedbacks in a ... · Accounting for terrestrial ecosystem feedbacks in a regional climate model ... Journal of Ecology Aborrtjärnen, Sweden

0.100.05

0−0.05−0.10−0.15

0.100.05

0−0.05−0.10−0.15

1996 1997 1998 1996 1997 1998

Net

eco

syst

em C

exc

hang

e (k

gC m

−2m

o−1 )

Temperate deciduous(Denmark 55° 29’ N, 11° 39’ E)

Boreal conifer(Finland 61° 51’ N, 24° 17’ E)

Temperate conifer(Scotland 56° 36’ N, 3° 48’ W)

Mediterranean conifer(France 44° 43’ N, 0° 05’ E)

eddy covariance datacohort modelpopulation model

flux to atmosphereflux to ecosystem

Carbon exchange of European forest ecosystems*

*Morales et al. 2005Global Change Biology 11: 2211

Page 10: Accounting for terrestrial ecosystem feedbacks in a ... · Accounting for terrestrial ecosystem feedbacks in a regional climate model ... Journal of Ecology Aborrtjärnen, Sweden

boundarylayer

vegetation

soilwater

snow

ecosystem model

boundarylayer

vegetation

soilwater

snow

land surface scheme rest of RCM

climate and weatherclimate and weather climate andweather

RCA-GUESS: a coupled regional climate-terrestrial vegetation model

soil carbon

Page 11: Accounting for terrestrial ecosystem feedbacks in a ... · Accounting for terrestrial ecosystem feedbacks in a regional climate model ... Journal of Ecology Aborrtjärnen, Sweden

fraction of conifer,broadleaved forest,open land, bare ground

roughness, albedo,displacement heightevaporation,transpiration

incoming SW radiation photosynthesis,stomatal conductance

interception, displacement height, radiation partitioning,transpiration

near-canopytemperature

respiration,photosynthesis,canopy conductance,fire

soil water stomatal conductance,soil respiration,fire

soil temperature

GUESS tells RCA Used by RCA for RCA tells GUESS Used by GUESS for

respiration

leaf area index(LAI)

Page 12: Accounting for terrestrial ecosystem feedbacks in a ... · Accounting for terrestrial ecosystem feedbacks in a regional climate model ... Journal of Ecology Aborrtjärnen, Sweden

Surface temperature (°C) Precipitation (mm mo−1) Cloudiness (%)

RCA3-GUESS − CRU RCA3-GUESS − ERA40 RCA3-GUESS − CRU

RCA3-GUESS ERA40 1961-1990 JJA

Comparison of modelled to observed climate

RCA3-GUESS Ver 070709

Page 13: Accounting for terrestrial ecosystem feedbacks in a ... · Accounting for terrestrial ecosystem feedbacks in a regional climate model ... Journal of Ecology Aborrtjärnen, Sweden

Leaf

are

a in

dex

2021-291961-902021-291961-90

RCA3-GUESS

RCA3

Change in JJA leaf area index ΔLAI

Simulated change (2020-2029)−(1961-1990) RCA3-GUESS ECHAM5-A1B Transient

Simulated changes in vegetation structure

Page 14: Accounting for terrestrial ecosystem feedbacks in a ... · Accounting for terrestrial ecosystem feedbacks in a regional climate model ... Journal of Ecology Aborrtjärnen, Sweden

Leaf

are

a in

dex

boreal/temperate needleleaved evergreenshade-tolerant broadleaved summergreenshade-intolerant broadleaved summergreenbroadleaved evergreenMediterranean needleleaved summergreengrass/herbaceous vegetation

trees

S Sweden Alps W Turkey

Simulated changes in vegetation composition

RCA3-GUESS ECHAM5-A1B Transient 1964-2030Forest tile

Page 15: Accounting for terrestrial ecosystem feedbacks in a ... · Accounting for terrestrial ecosystem feedbacks in a regional climate model ... Journal of Ecology Aborrtjärnen, Sweden

Temperature change JJA ΔT Precipitation change JJA ΔP

Feedback contribution ΔTRCAG−ΔTRCA Feedback contribution ΔPRCAG−ΔPRCA

°C mm mo−1

Quantifying feedback of vegetation structural change on climate

Simulated change (2020-2029)−(1961-1990) RCA3-GUESS ECHAM5-A1B Transient

Page 16: Accounting for terrestrial ecosystem feedbacks in a ... · Accounting for terrestrial ecosystem feedbacks in a regional climate model ... Journal of Ecology Aborrtjärnen, Sweden

sequestration emission

Net ecosystem C exchange (kgC m−2 yr−1)

1964-1990 2021-2030

RCA3-GUESS ECHAM5-A1B Transient 1964-2030Open land tile

Simulated change in terrestrial ecosystem carbon balance

Page 17: Accounting for terrestrial ecosystem feedbacks in a ... · Accounting for terrestrial ecosystem feedbacks in a regional climate model ... Journal of Ecology Aborrtjärnen, Sweden

Future prospects

• Centennial runs, stabilisation scenario, alternative emission pathways

• Land use change and management (forestry, agriculture)

• Peatlands, permafrost, non-CO2 trace gases

• Integration with global studies using ESMs

Page 18: Accounting for terrestrial ecosystem feedbacks in a ... · Accounting for terrestrial ecosystem feedbacks in a regional climate model ... Journal of Ecology Aborrtjärnen, Sweden

Thanks

Rossby Centre at SMHI

The Swedish Research Council for Environment, Agricultural Sciences and Spatial Planning (FORMAS)

The Swedish Research Council