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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

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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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

Thank you, see you at Koli?