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Uncertainty assessment of carbon sinks of forest vegetation and soil: Key factors affecting the uncertainty and the role in national GHG inventory Mikko Peltoniemi, Taru Palosuo, Suvi Monni, Aleksi Lehtonen, Raisa Mäkipää, Ilkka Savolainen Helsinki, 16.3.2006

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Page 1: Uncertainty assessment of carbon sinks of forest ...€¦ · Uncertainty assessment of carbon sinks of forest vegetation and soil: Key factors affecting the uncertainty and the role

Uncertainty assessment of carbon sinks of forest vegetation and soil: Key factors affecting the uncertainty and the role in

national GHG inventory

Mikko Peltoniemi, Taru Palosuo, Suvi Monni, Aleksi Lehtonen, Raisa Mäkipää, Ilkka

SavolainenHelsinki, 16.3.2006

Page 2: Uncertainty assessment of carbon sinks of forest ...€¦ · Uncertainty assessment of carbon sinks of forest vegetation and soil: Key factors affecting the uncertainty and the role

Introduction

• Forest carbon sinks remarkable in comparison to emissions of other sectors

• How precise are these estimates?• Uncertainties of sinks reported to

UNFCCC - aims at improving inventories

Page 3: Uncertainty assessment of carbon sinks of forest ...€¦ · Uncertainty assessment of carbon sinks of forest vegetation and soil: Key factors affecting the uncertainty and the role

Key objectives

• To estimate how uncertain are the carbon sink and stock estimates of forests and what are the key factors of uncertainty

• To assess what is the role of forests in the total uncertainty of national greenhouse gas budget• Comparison of sectoral uncertainties

Page 4: Uncertainty assessment of carbon sinks of forest ...€¦ · Uncertainty assessment of carbon sinks of forest vegetation and soil: Key factors affecting the uncertainty and the role

Calculation of forest carbonMETHODS

· TRI

Trees

Ground veg.

Soil

Volume(t, D, GI)

Page 5: Uncertainty assessment of carbon sinks of forest ...€¦ · Uncertainty assessment of carbon sinks of forest vegetation and soil: Key factors affecting the uncertainty and the role

Method to estimate uncertainties

X =

1

P1

1

P2

1

Result

X = Any operator Pi,j = Any parameter, input or variable in the system

METHODS

Page 6: Uncertainty assessment of carbon sinks of forest ...€¦ · Uncertainty assessment of carbon sinks of forest vegetation and soil: Key factors affecting the uncertainty and the role

OutputsMETHODS

• Uncertainties for carbon sinks and stocks in Finland during 1988-2004• vegetation• soil (mineral soils only, litter + som down to

1m)• forest as a total

• Key factors of these uncertainties

Page 7: Uncertainty assessment of carbon sinks of forest ...€¦ · Uncertainty assessment of carbon sinks of forest vegetation and soil: Key factors affecting the uncertainty and the role

Carbon stocks in 1990 (Tg)RESULTS

Forest C stock 1990 (Tg)

1000 2000 3000 4000 5000

CV. 0.31

Veg. C stock 1990 (Tg)

550 600 650

CV. 0.03

Soil C stock 1990 (Tg)

0 1000 2000 3000 4000

CV. 0.46

Page 8: Uncertainty assessment of carbon sinks of forest ...€¦ · Uncertainty assessment of carbon sinks of forest vegetation and soil: Key factors affecting the uncertainty and the role

Average carbon sinks (Tg)RESULTS

Avg. forest C sink (Tg)

−2 0 2 4 6 8 10

CV. 0.26SD. 1.2

no soil init:CV. 0.14 SD. 0.6

Avg. veg. C sink (Tg)

2.0 2.5 3.0 3.5 4.0 4.5

CV. 0.12SD. 0.4

Avg. soil C sink (Tg)

−4 −2 0 2 4 6 8

CV. 0.81SD. 1.1

no soil init:CV. 0.35 SD. 0.5

Page 9: Uncertainty assessment of carbon sinks of forest ...€¦ · Uncertainty assessment of carbon sinks of forest vegetation and soil: Key factors affecting the uncertainty and the role

Vegetation sink 1990-2003

1990 1992 1994 1996 1998 2000 2002

05

10

15

Vegetation

Year

Ca

rbo

n s

ink (

Tg

)

2.5% C.l.25%50%75%97.5%

RESULTS

Page 10: Uncertainty assessment of carbon sinks of forest ...€¦ · Uncertainty assessment of carbon sinks of forest vegetation and soil: Key factors affecting the uncertainty and the role

Soil sink and model initializationRESULTS

Year

Soi

l C s

ink

(Tg)

−8

−6

−4

−2

02

46

8

1989 1992 1995 1998 2001 2004

MedianC.l of 2.5 or 97.5%, without soil init. state uncert.C.l of 2.5 or 97.5% with soil init. state uncert.

Page 11: Uncertainty assessment of carbon sinks of forest ...€¦ · Uncertainty assessment of carbon sinks of forest vegetation and soil: Key factors affecting the uncertainty and the role

Comparison between sectorsRESULTS

-40 -20 0 20 40 60 80

Tg CO2-eq

19902003

Fuel combustion

Fugitive emissions

Industrial processes

Agriculture

Waste

Forest biomass

Forest soil

Other LULUCF categories

Fig. CO2 emissions and removals (error bar is 95% CI). From: Monni, Peltoniemi, Palosuo, Lehtonen, Savolainen, Mäkipää. Climatic Change, accepted

Page 12: Uncertainty assessment of carbon sinks of forest ...€¦ · Uncertainty assessment of carbon sinks of forest vegetation and soil: Key factors affecting the uncertainty and the role

Key factors: vegetationRESULTS

Page 13: Uncertainty assessment of carbon sinks of forest ...€¦ · Uncertainty assessment of carbon sinks of forest vegetation and soil: Key factors affecting the uncertainty and the role

Key factors: soil sink

Combined effectin the 1st run

RESULTS

Page 14: Uncertainty assessment of carbon sinks of forest ...€¦ · Uncertainty assessment of carbon sinks of forest vegetation and soil: Key factors affecting the uncertainty and the role

Discussion

• Model or sub-model structure or validitynot assessed• by definition, it is not possible to assess what

you don't have in a model• e.g. no data on correlations between system

components• Precision estimated, not accuracy• Subjectivity of initial uncertainties

Page 15: Uncertainty assessment of carbon sinks of forest ...€¦ · Uncertainty assessment of carbon sinks of forest vegetation and soil: Key factors affecting the uncertainty and the role

Conclusions

• Current data and methodology support better sink averaging• Inventory data compiled for long periods of

time• Sub-models developed as averages of long

periods (no other kind of data available)• Uncertainty related to inter-annual changes

of ecosystem unknown.

Page 16: Uncertainty assessment of carbon sinks of forest ...€¦ · Uncertainty assessment of carbon sinks of forest vegetation and soil: Key factors affecting the uncertainty and the role

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