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AVEC 2nd International Summer School, Peyresq, France, September 2005 Global change scenarios Tim Carter Finnish Environment Institute, SYKE

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Page 1: Global change scenarios - Potsdam Institute for Climate ...€¦ · Finnish Environment Institute, SYKE. 28.10.2005 AVEC 2nd International Summer School, Peyresq, France, September

AVEC 2nd International Summer School, Peyresq, France, September 2005

Global change scenarios

Tim Carter

Finnish Environment Institute, SYKE

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Global change scenarios

� Some definitions� Classifying global change scenarios� Examples of global-scale scenarios� Examples of regional scenarios� Dealing with uncertainties

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AVEC 2nd International Summer School, Peyresq, France, September 2005

Some definitions

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What is global change?

� Long-term changes in the environmentaffecting many or all areas of the globe

� Long-term changes in the driving factors of environmental change, which are alsoglobal in extent

and

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Examples of global environmental change

� atmospheric composition changes� eutrophication of waters� stratospheric ozone depletion � climate change� sea-level rise� land degradation and desertification

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Drivers of global change can be:

� Anthropogenic - relating to human activity (e.g. demographic trends, economic development, land use change, fossil fuel combustion, industrial processes, agriculture)

� Natural - processes in the environment (e.g. climatic fluctuations, erosion and sedimentation, ice dynamics, volcanoes, solar variations, population dynamics)

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Examples of the global driving factors of environmental change

� demographic change (human population)� socio-economic development� technological change� land cover/land use change

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What are scenarios?

"A scenario is a coherent, internally consistent and plausible description of a possible future state of the world” (IPCC, 1994)

Scenarios are:

• important tools for assessing future developments in complex systems with high uncertainties

• alternative images of how the future can unfold

• not forecasts or predictions

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� Scientists need projections of global change to assess impacts and adaptive capacity

� Policy makers need projections to assist in formulating appropriate responses to global change (and see Alcamo, 2001)

� The general public needs to be informed about prospective global changes

Who needs scenarios?

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Not all impact/vulnerability assessments require scenarios

For example:

� Assessing vulnerability to climate change by studying adaptive capacity under present-day climate variability

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Two alternative approaches:

� Prognostic approach� Diagnostic approach

Use of environmental information by impact/adaptation researchers?

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Prognostic approach

� Select one or more projections of the future for assessing impacts

� Question: "If the environment changes like this, what will the impacts be?"

� Conventional "top-down" approach - results are highly dependent on the specific scenarios selected.

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Global

Local

Impacts

Regionalisation

Global climate models

Global greenhouse gases

Vulnerability (physical)

World development

Top-down approach

Past Present Future

"If you wanna know how vulnerable you arethen tell me how the environment will change"

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Diagnostic approach

� Select a wide range of projections for conducting sensitivity analyses

� Question: "What types of changes are needed to produce a given impact?"

� Less common, "bottom-up" approach - accounts for a range of uncertainties in projections; can provide insights into policy questions

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Global

Local

Economic resources

Infrastructure

Institutions

Technology

Information & skills

Equity

Indicators based on:

Adaptive capacity

Vulnerability (social)

Bottom-up approach

Past Present Future

"No scenarios please, we're already vulnerable"

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Global

Local

Economic resources

Infrastructure

Institutions

Technology

Information & skills

Equity

Indicators based on:

Adaptive capacity

Vulnerability (social)

Bottom-up approach

Impacts

Regionalisation

Global climate models

Global greenhouse gases

Vulnerability (physical)

World development

Top-down approach

Past Present FutureDessai and Hulme (2003)

Climate adaptation

policy

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AVEC 2nd International Summer School, Peyresq, France, September 2005

Classifying global change scenarios

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Broad scenario types

Describe how the future might unfold based on known processes ofchange and extrapolations of past trends

Include "business-as-usual" scenarios, but can also describe bifurcations or other assumptions about regulation or adaptation

1. Exploratory (descriptive) scenarios

2. Normative (prescriptive) scenarios

Describe a prespecified future; a world achievable (or avoidable) only through certain actions

Includes "worst case" scenarios and "target-based" scenarios, often requiring "back casting"

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Scenarios may be required for:� Illustrating global change (e.g. regional analogues of

projected climate)

� Communicating potential consequences of global change (e.g. vegetation shift; species at risk)

� Strategic planning (e.g. design of coastal or river flood defences)

� Guiding emissions control policy (e.g. alternative options for achieving atmospheric composition targets)

� Methodological purposes (e.g. new scenario development techniques; impact model evaluation)

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AVEC 2nd International Summer School, Peyresq, France, September 2005

Examples of global-scale scenarios

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Raskin et al., 1998

Raskin et al., 2002

Gallopin et al., 1997

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Three archetypal scenarios of the future

� Conventional Worlds: current trends play out without major discontinuity and surprise in the evolution of institutions, environmental systems and human values.

� Barbarization: fundamental social change occurs, but is unwelcome, bringing great human misery and collapse of civilized norms.

� Great Transitions: fundamental social transformation but to a new and arguably higher stage of human civilization.

Gallopin et al., 1997

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Scenarios structure with illustrative patterns of change

Barbarization

Great Transitions

Eco-communalism

Policy Reform

Reference

Breakdown

Fortress world

New sustainability paradigm

Conventional Worlds

Gallopin et al., 1997

Page 24: Global change scenarios - Potsdam Institute for Climate ...€¦ · Finnish Environment Institute, SYKE. 28.10.2005 AVEC 2nd International Summer School, Peyresq, France, September

AVEC 2nd International Summer School, Peyresq, France, September 2005

The IPCC Special Report on Emissions Scenarios (SRES)

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Scenario characteristics:

Purpose: to represent the range of driving forces and emissions in the scenario literature

�Four preliminary marker scenarios: no more or lesslikely than other scenarios

The SRES scenarios

�Exclude outlying "surprise" or "disaster" scenarios

�Extensive literature assessment and "open" process

�Exclude additional climate policy initiatives (UNFCCC)

�Six integrated assessment models employed

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A1

B1

A2

B2

Economic

Environmental

Global Regional

PopulationEc

onom

yTe

chno

logy Energy

(Land-use)

Agriculture

D r i v i n g F o r c e s

The SRES driving forces and storylines

Nakicenovic et al. (2000)

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Relative direction of global driving forces for the SRES illustrative scenarios

IPCC (2000)

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The SRES illustrative scenarios: primary driving forces

Family A1 A2 B1 B2Scenario group 1990 A1FI A1B A1T A2 B1 B2Population (billion) 5.32020 7.6 7.5 7.6 8.2 7.6 7.62050 8.7 8.7 8.7 11.3 8.7 9.32100 7.1 7.1 7.0 15.1 7.0 10.4World GDP (1012 1990 US$/yr) 212020 53 56 57 41 53 512050 164 181 187 82 136 1102100 525 529 550 243 328 235Per capita income ratio 16.12020 7.5 6.4 6.2 9.4 8.4 7.72050 2.8 2.8 2.8 3.6 3.6 4.02100 1.5 1.6 1.6 1.8 1.8 3.0

Nakicenovic et al. (2000)

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Source: IPCC (2001)

Radiative forcing (Wm-2)

Global mean temperature change (°C)

Global mean sea-level rise (m)

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Tem

pera

ture

Cha

nge

(°C

)

IPCC, 2001

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Other features of the SRES scenarios

� Non-intervention, baseline scenarios, but …

� Some scenarios resemble mitigation scenarios

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• B1 approximates 550 ppm stabilisation

• B2 and A1T approximate 650 ppm stabilisation

• A1B approximates 750 ppm stabilisation

SRES ”surrogate” stabilisation (CO2 only) scenarios

Swart et al. (2002)

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Global mean temperature changes for a stabilisation of CO2concentration at different levels from 450-1000 ppm

Cubasch et al. (2001)

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Reducing risks: mitigation

UnmitigatedRisk

IPCC, 2001

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Risk

Reducing risks: mitigation

IPCC, 2001

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Risk

Reducing risks: mitigation

IPCC, 2001

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Risk

Reducing risks: mitigation

IPCC, 2001

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Risk

Reducing risks: mitigation

IPCC, 2001

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Risk

Reducing risks: mitigation

IPCC, 2001

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Some examples of global scale applications of the SRES scenarios

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Population Size: Global

SRES

0

2

4

6

8

10

12

14

16

2000

2005

2010

2015

2020

2025

2030

2035

2040

2045

2050

2055

2060

2065

2070

2075

2080

2085

2090

2095

2100

Popu

latio

n in

bill

ions

Year

SRES A2 ('high')SRES B2 ('medium')SRES A1/B1 ('low')IIASA GGI A2Hilderink A2 ('high')Hilderink B1 ('medium')Hilderink A1 ('low')Hilderink B2 ('lowest')IIASA 2001 (0.95)IIASA 2001 (Median)IIASA 2001 (0.05)UN 2003 HighUN 2003 MediumUN 2003 Low

Year

Pop

ula

tion

(bi

llion

s) SRES

Source: O'Neill, 2005

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Numbers of people at risk of hunger for the four SRES marker scenarios assuming no climate change

Source: Parry et al. (2004)

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CO2 concentrations projected for the 21st century

IPCC, 2001

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HadCM3-derived mean annual temperature change (ºC) under A2-forcing

Source: IPCC Data Distribution Centre.

2041-2070 2071-2100

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Potential changes (%) in cereal yields: 2020s, 2050s and 2080s (w.r.t. 1990) under the HadCM3 SRES A2a scenario

Source: Parry et al. (2004)

Without direct CO2 effectsWith direct CO2effects

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Additional numbers of people at risk of hunger under seven SRES scenarios, relative to the reference (no climate change)

Source: Parry et al. (2004)

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AVEC 2nd International Summer School, Peyresq, France, September 2005

Abrupt global changes

Scenarios or thought experiments?

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Modelled change in surface air temperature during years 20-30 after the collapse of the THC (HadCM3)

Vellinga and Wood, 2002

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Change in biomass (kg/m2) (mean of last 10 years) for a weakening THC "scenario" relative to the control.

Source: Higgins and Vellinga, 2004

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Extreme sea-level rise scenarios: EU Atlantis project

Nicholls et al. (2005); Tol et al. (2005)

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AVEC 2nd International Summer School, Peyresq, France, September 2005

Regional and local scenarios

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Why are regional scenarios needed?

� To provide vital information not available from global scenarios

� To match the spatial scale of impact/vulnerability assessments (e.g. continental, national, river catchment, commune, site)

� To capture high temporal resolution information (e.g. flood peaks, storm surges, pollution episodes, urban effects)

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Some general scenario requirementsfor integrated regional impact studies� Constructed for a relevant set of climate and

non-climate changes� Internally consistent, mutually consistent and

physically plausible� Projected over an appropriate time horizon� Of a sufficient spatial and temporal resolution� Representative of the range of uncertainty in

projections, including non-linear events� Consider changes in variability as well as mean

conditions

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Some examples of integrated regional scenarios

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dialogue between stakeholders and scientists

maps of vulnerability

multiple scenarios of global change:CO2climate,socio-econ.land use,N deposition

ecosystem models

changes in ecosystem

servicescombinedindicators

changes in adaptive capacity

socio-economic

dialogue between stakeholders and scientists

maps of vulnerability

maps of vulnerability

multiple scenarios of global change:CO2climate,socio-econ.land use,N deposition

ecosystem models

changes in ecosystem

servicescombinedindicatorscombinedindicators

changes in adaptive capacity

socio-economic

Schröter et al. 2005 (submitted)

Vulnerability assessment of ecosystem services for EuropeATEAM (Advanced Terrestrial Ecosystem Analysis and Modelling)

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�Runoff quality and quantity �Runoff seasonality

Water supply (drinking, irrigation, hydropower)Drought & flood prevention

Water

�Species richness and turnover (plants, mammals, birds, reptiles, amphibian)�Shifts in suitable habitats

BeautyLife support processes (e.g. pollination)

Biodiversity

�Snow (elevation of snow line)Tourism (e.g. winter sports)Recreation

Mountains

�Carbon storage in vegetation�Carbon storage in soil

Climate protectionCarbon storage

�Tree productivity: growing stock & incrementWood production Forestry

�Agricultural land area (Farmer livelihood)�Suitability of crops�Biomass energy yield

Food & fibre production Bioenergy production

Agriculture

IndicatorsServicesSectors

�Runoff quality and quantity �Runoff seasonality

Water supply (drinking, irrigation, hydropower)Drought & flood prevention

Water

�Species richness and turnover (plants, mammals, birds, reptiles, amphibian)�Shifts in suitable habitats

BeautyLife support processes (e.g. pollination)

Biodiversity

�Snow (elevation of snow line)Tourism (e.g. winter sports)Recreation

Mountains

�Carbon storage in vegetation�Carbon storage in soil

Climate protectionCarbon storage

�Tree productivity: growing stock & incrementWood production Forestry

�Agricultural land area (Farmer livelihood)�Suitability of crops�Biomass energy yield

Food & fibre production Bioenergy production

Agriculture

IndicatorsServicesSectors

Schröter et el. 2005 (submitted)

Ecosystem services and indicatorsATEAM (Advanced Terrestrial Ecosystem Analysis and Modelling)

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European agricultural land use drivers

Rounsevell et al. 2005

ATEAM (Advanced Terrestrial Ecosystem Analysis and Modelling)

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Estimated relative effect of different drivers on cropland in Europe

Assumed effects of technology (yield)

Rounsevell et al. 2005

Demand for agricultural goods

Assumed effects of CO2 (yield) Estimated effects of climate change (yield)

ATEAM

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Reference HadCM3-A1FI

Modelled cropland areas in Europe in 2080:alternative storyline assumptions, HadCM3 climate

Rounsevell et al. 2005ATEAM

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Reference HadCM3-A2

Modelled cropland areas in Europe in 2080:alternative storyline assumptions, HadCM3 climate

Rounsevell et al. 2005ATEAM

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Reference HadCM3-B1

Modelled cropland areas in Europe in 2080:alternative storyline assumptions, HadCM3 climate

Rounsevell et al. 2005ATEAM

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Reference HadCM3-B2

Modelled cropland areas in Europe in 2080:alternative storyline assumptions, HadCM3 climate

Rounsevell et al. 2005ATEAM

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Reference HadCM3-A2

Modelled cropland areas in Europe in 2080:alternative GCM-based climates, A2 storyline

Rounsevell et al. 2005ATEAM

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Reference NCAR-PCM2-A2

Modelled cropland areas in Europe in 2080:alternative GCM-based climates, A2 storyline

Rounsevell et al. 2005ATEAM

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Reference CGCM2-A2

Modelled cropland areas in Europe in 2080:alternative GCM-based climates, A2 storyline

Rounsevell et al. 2005ATEAM

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Reference CSIRO2-A2

Modelled cropland areas in Europe in 2080:alternative GCM-based climates, A2 storyline

Rounsevell et al. 2005ATEAM

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• Consider uncertainties in projections

• Based on IPCC SRES global scenarios

• Use available models/information

• Use model results and expert judgement

• Internally- and mutually-consistent

• Focus on the entire 21st century: 2001-2100

• Geographically explicit in Finland

• Combine elements of social and natural science

National-scale example: scenarios

Carter et al., 2004

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Population of Finland: 1990-2100Downscaled from the SRES global scenarios

4,5

4,7

4,9

5,1

5,3

5,5

5,7

5,9

6,1

6,3

6,5

1990 2000 2010 2020 2030 2040 2050 2060 2070 2080 2090 2100

Year

Popu

latio

n (m

illio

n)

A1A2B1B2

Source: CIESIN (2002)

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Gross Domestic Product of Finland: 1990-2100Downscaled from the SRES global scenarios

Source: CIESIN (2002)

100

200

300

400

500

600

700

800

900

1000

1990 2000 2010 2020 2030 2040 2050 2060 2070 2080 2090 2100

Year

GD

P (b

illio

n U

S199

0$)

A1A2B1B2

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AVEC 2nd International Summer School, Peyresq, France, September 2005

Projected temperature and precipitation change in Finland by the 2020s relative to 1961-1990: winter and spring

-20

0

20

40

60

80

-2 0 2 4 6 8 10 12

Pre

cipi

tatio

n ch

ange

(%

)

Temperature change (oC)

Finland by the 2020s: Dec-Jan-FebHadCM3 A2 B2ECHAM4 A2 B2NCAR-PCM A2 B2CSIRO-Mk2 A2 B2CGCM2 A2 B2GFDL-R30 A2 B2CSIRO-MK2 B1B1 scaledA1FI scaledSILMU-95RCA1-HRCA1-E95% HadCM295% GFDL-R1595% CGCM2

-20

0

20

40

60

80

-2 0 2 4 6 8 10 12

Pre

cipi

tatio

n ch

ange

(%

)

Temperature change (oC)

Finland by the 2020s: Mar-Apr-May

Jylhä et al., 2004

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AVEC 2nd International Summer School, Peyresq, France, September 2005

-20

0

20

40

60

80

-2 0 2 4 6 8 10 12

Pre

cipi

tatio

n ch

ange

(%

)

Temperature change (oC)

Finland by the 2050s: Dec-Jan-FebHadCM3 A2 B2ECHAM4 A2 B2NCAR-PCM A2 B2CSIRO-Mk2 A2 B2CGCM2 A2 B2GFDL-R30 A2 B2CSIRO-MK2 B1B1 scaledA1FI scaledSILMU-95RCA1-HRCA1-E95% HadCM295% GFDL-R1595% CGCM2

-20

0

20

40

60

80

-2 0 2 4 6 8 10 12

Pre

cipi

tatio

n ch

ange

(%

)

Temperature change (oC)

Finland by the 2050s: Mar-Apr-May

Projected temperature and precipitation change in Finland by the 2050s relative to 1961-1990: winter and spring

Jylhä et al., 2004

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AVEC 2nd International Summer School, Peyresq, France, September 2005

-20

0

20

40

60

80

-2 0 2 4 6 8 10 12

Pre

cipi

tatio

n ch

ange

(%

)

Temperature change (oC)

Finland by the 2080s: Dec-Jan-FebHadCM3 A2 B2ECHAM4 A2 B2NCAR-PCM A2 B2CSIRO-Mk2 A2 B2CGCM2 A2 B2GFDL-R30 A2 B2CSIRO-MK2 B1B1 scaledA1FI scaledSILMU-95RCA1-HRCA1-E95% HadCM295% GFDL-R1595% CGCM2

-20

0

20

40

60

80

-2 0 2 4 6 8 10 12

Pre

cipi

tatio

n ch

ange

(%

)

Temperature change (oC)

Finland by the 2080s: Mar-Apr-May

Projected temperature and precipitation change in Finland by the 2080s relative to 1961-1990: winter and spring

Jylhä et al., 2004

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AVEC 2nd International Summer School, Peyresq, France, September 2005

1920 1940 1960 1980 2000 2020 2040 2060 2080 2100Year

40

60

80

100

120

140

160

180

200

220S

ea le

vel (

cm)

VaasaObservationsScenario A1BScenario A1FIScenario A1TScenario A2Scenario B1Scenario B2

Mean sea level at Vaasa, C. Finland, 1920-2000 Observed: annual and 15-yr running means

Source: Johansson et al., 2004

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AVEC 2nd International Summer School, Peyresq, France, September 2005

1920 1940 1960 1980 2000 2020 2040 2060 2080 2100Year

40

60

80

100

120

140

160

180

200

220S

ea le

vel (

cm)

VaasaObservationsScenario A1BScenario A1FIScenario A1TScenario A2Scenario B1Scenario B2

Mean sea level at Vaasa, C. Finland, 1920-2100 Observed: annual and 15-yr running means

Projected: SRES scenarios and uncertainty bounds

Source: Johansson et al., 2004

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AVEC 2nd International Summer School, Peyresq, France, September 2005

Mean sea level at Hanko, S. Finland, 1880-2000 Observed: annual and 15-yr running means

1880 1900 1920 1940 1960 1980 2000 2020 2040 2060 2080 2100Year

120

140

160

180

200

220

240

Sea

leve

l (cm

)

HankoObservationsScenario A1BScenario A1FIScenario A1TScenario A2Scenario B1Scenario B2

Source: Johansson et al., 2004

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AVEC 2nd International Summer School, Peyresq, France, September 2005

Mean sea level at Hanko, S. Finland, 1880-2100 Observed: annual and 15-yr running means

Projected: SRES scenarios and uncertainty bounds

1880 1900 1920 1940 1960 1980 2000 2020 2040 2060 2080 2100Year

120

140

160

180

200

220

240

Sea

leve

l (cm

)

HankoObservationsScenario A1BScenario A1FIScenario A1TScenario A2Scenario B1Scenario B2

Source: Johansson et al., 2004

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Ozone exposure of forests at Ähtäri (AOT40 forest April-September)

p p

1980 2000 2020 2040 2060 2080 2100

ppb.

h

0

5000

10000

15000

20000

25000

30000

35000

A1C A1T A2ASF B1 B2

Laurila et al., 2004

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© Finsken scenario gateway, SYKE, EMEP/MSC-W, FMI, University of Kassel, IPCC.

Deposition plots for south and north FinlandSulphur

Nitrogen

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FINSKEN 2020s A1FI A2 B1 B2Population change (%)Present (2000): 5.2 million +3.2 +3.4 +3.2 +2.2Gross Domestic Product change (%)Present (2000): 170 billion US1990$ +67 +49 +75 +49CO2 concentration (ppm)Present (2000): 367 ppm 435 428 422 415Mean annual temperature change (�C)Baseline (1961-1990) 1.5 – 3.1 1.4 – 2.8 1.5 – 2.4 1.5 – 2.8Annual precipitation change (%)Baseline: 1961-1990 4 – 14 2 - 13 3 – 14 3 – 16Sea level change (cm) Relative to 2000 (S. Finland) –5 –5 –5 –5

(N. Finland) 1600 1600 1600 1600Ozone exposure (ppb.h)1996-2000: 2100 ppb.h1996-2000: 4600 ppb.h (S. Finland) 4100 4100 4100 4100

(N. Finland) 0.21 0.16 0.17 0.08S deposition (gm-2a-1)1998: 0.30 gm-2a-1

1998: 0.75 gm-2a-1 (S. Finland) 0.59 0.46 0.47 0.20

(N. Finland) 0.18 0.16 0.12 0.16N deposition (gm-2a-1)1998: 0.17 gm-2a-1

1998: 0.37 gm-2a-1 (S. Finland) 0.34 0.31 0.23 0.30

FINSKEN 2050s A1FI A2 B1 B2Population change (%)Present (2000): 5.2 million –0.2 +2.5 –0.2 –0.2Gross Domestic Product change (%)Present (2000): 170 billion US1990$ +186 +127 +155 +78CO2 concentration (ppm)Present (2000): 367 ppm 590 543 491 485Mean annual temperature change (�C)Baseline (1961-1990) 3.8 – 5.2 2.9 – 4.0 1.8 – 3.5 2.1 – 3.7Annual precipitation change (%)Baseline: 1961-1990 9 – 28 7 – 21 4 – 17 1 – 20Sea level change (cm) Relative to 2000 (S. Finland) –5 –7 –8 –8

(N. Finland) 10300 5800 2300 3600Ozone exposure (ppb.h)1996-2000: 2100 ppb.h1996-2000: 4600 ppb.h (S. Finland) 17000 10600 4900 7200

(N. Finland) 0.17 0.22 0.13 0.09S deposition (gm-2a-1)1998: 0.30 gm-2a-1

1998: 0.75 gm-2a-1 (S. Finland) 0.49 0.64 0.35 0.22

(N. Finland) 0.25 0.20 0.10 0.19N deposition (gm-2a-1)1998: 0.17 gm-2a-1

1998: 0.37 gm-2a-1 (S. Finland) 0.48 0.39 0.20 0.37

FINSKEN 2080s A1FI A2 B1 B2Population change (%)Present (2000): 5.2 million –3.4 +11.5 –3.4 –0.9Gross Domestic Product change (%)Present (2000): 170 billion US1990$ +370 +253 +228 +139CO2 concentration (ppm)Present (2000): 367 ppm 821 718 535 567Mean annual temperature change (�C)Baseline (1961-1990) 5.6 – 7.4 4.4 – 5.9 2.4 – 4.4 3.0 – 5.0Annual precipitation change (%)Baseline: 1961-1990 14 – 37 8 – 29 8 – 23 6 – 28Sea level change (cm) Relative to 2000 (S. Finland) +1 –3 –10 –8

(N. Finland) - - - -Ozone exposure (ppb.h)1996-2000: 2100 ppb.h1996-2000: 4600 ppb.h (S. Finland) - - - -

(N. Finland) 0.21 0.13 0.10 0.09S deposition (gm-2a-1)1998: 0.30 gm-2a-1

1998: 0.75 gm-2a-1 (S. Finland) 0.61 0.35 0.22 0.24

(N. Finland) 0.31 0.24 0.08 0.17N deposition (gm-2a-1)1998: 0.17 gm-2a-1

1998: 0.37 gm-2a-1 (S. Finland) 0.60 0.46 0.15 0.32

---

- -- -

-

Carter et al., 2004

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Regional scenarios: some issues

� "Top-down" or "bottom-up"?

� Relationships to global scenarios (downscaling)

� Storylines, their interpretation and quantification

� Scenario linkages, consistency and integration

� Regional relevance

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AVEC 2nd International Summer School, Peyresq, France, September 2005

Dealing with uncertainties

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Time from present

Att

ribu

te

Upper

Central

Lower

Central 2

1

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EMISSIONS SEA-LEVELIMPACTSCLIMATERADIATIVEFORCING

CONCEN-TRATIONS

Propagation of uncertaintiesSOCIETY/ECONOMY

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The “uncertainty cascade”(New and Hulme, 2000)

EMISSIONS SEA-LEVELCLIMATERADIATIVEFORCING

CONCEN-TRATIONS

SOCIETY/ECONOMY

IMPACTS

The “uncertainty explosion”(Henderson-Sellers, 1993)

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AVEC 2nd International Summer School, Peyresq, France, September 2005

Can we express our projections of the future probabilistically?

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Probability distributions of climate sensitivity (weighted PDFs based on a model reliability index)

Source: Murphy et al., 2004

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Sensitivity matrix showing probability of exceeding threshold irrigation level for pasture in northern Victoria

Jones, 2000

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Probability distribution of expected regional warming by 2070 ininland Australia based on Monte Carlo sampling of 5 GCM outputs

Source: Jones, 2000

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2000

1.0

2.0

3.0

4.0

5.0

6.0

0102030 -10 -20 -30

Rainfall Change (%)

Tem

pera

ture

Ch

an

ge (

°C)

<60

<70

<80

<90

<95

<100

<50

Percent Probability

10

10

20

30

40

50

60

7080 90 100

Jones, 2000

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10

20

30

40

50

60

7080 90 1002010

1.0

2.0

3.0

4.0

5.0

6.0

0102030 -10 -20 -30

Rainfall Change (%)

Tem

pera

ture

Ch

an

ge (

°C)

<60

<70

<80

<90

<95

<100

<50

Percent Probability

10

Jones, 2000

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10

20

30

40

50

60

7080 90 1002020

1.0

2.0

3.0

4.0

5.0

6.0

0102030 -10 -20 -30

Rainfall Change (%)

Tem

pera

ture

Ch

an

ge (

°C)

<60

<70

<80

<90

<95

<100

<50

Percent Probability

10

Jones, 2000

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10

20

30

40

50

60

7080 90 1002030

1.0

2.0

3.0

4.0

5.0

6.0

0102030 -10 -20 -30

Rainfall Change (%)

Tem

pera

ture

Ch

an

ge (

°C)

<60

<70

<80

<90

<95

<100

<50

Percent Probability

10

Jones, 2000

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10

20

30

40

50

60

7080 90 1002040

1.0

2.0

3.0

4.0

5.0

6.0

0102030 -10 -20 -30

Rainfall Change (%)

Tem

pera

ture

Ch

an

ge (

°C)

<60

<70

<80

<90

<95

<100

<50

Percent Probability

10

Jones, 2000

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10

20

30

40

50

60

7080 90 1002050

1.0

2.0

3.0

4.0

5.0

6.0

0102030 -10 -20 -30

Rainfall Change (%)

Tem

pera

ture

Ch

an

ge (

°C)

<60

<70

<80

<90

<95

<100

<50

Percent Probability

10

Jones, 2000

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10

20

30

40

50

60

7080 90 1002060

1.0

2.0

3.0

4.0

5.0

6.0

0102030 -10 -20 -30

Rainfall Change (%)

Tem

pera

ture

Ch

an

ge (

°C)

<60

<70

<80

<90

<95

<100

<50

Percent Probability

10

Jones, 2000

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10

20

30

40

50

60

7080 90 1002070

1.0

2.0

3.0

4.0

5.0

6.0

0102030 -10 -20 -30

Rainfall Change (%)

Tem

pera

ture

Ch

an

ge (

°C)

<60

<70

<80

<90

<95

<100

<50

Percent Probability

10

Jones, 2000

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10

20

30

40

50

60

7080 90 1002080

1.0

2.0

3.0

4.0

5.0

6.0

0102030 -10 -20 -30

Rainfall Change (%)

Tem

pera

ture

Ch

an

ge (

°C)

<60

<70

<80

<90

<95

<100

<50

Percent Probability

10

Jones, 2000

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10

20

30

40

50

60

7080 90 1002090

1.0

2.0

3.0

4.0

5.0

6.0

0102030 -10 -20 -30

Rainfall Change (%)

Tem

pera

ture

Ch

an

ge (

°C)

<60

<70

<80

<90

<95

<100

<50

Percent Probability

10

Jones, 2000

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10

20

30

40

50

60

7080 90 1002100

1.0

2.0

3.0

4.0

5.0

6.0

0102030 -10 -20 -30

Rainfall Change (%)

Tem

pera

ture

Ch

an

ge (

°C)

<60

<70

<80

<90

<95

<100

<50

Percent Probability

10

Jones, 2000

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Probability of exceeding irrigation threshold in > 50% years

Source: Jones, 2000

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Probabilistic representations

� Numerous recent examples for projected climate, however …• Usually conditional on the driving emissions scenario• Many alternative methods; all have subjective elements

� Recent examples for population projections� Alternative views for socio-economic futures� Useful for expressing impacts in terms of risk,

but note ….

� No longer scenarios!

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FP6 Integrated Project began 1 Sep 2004

(Ensemble-based Predictions of Climate Changes and their Impacts)

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Some conclusions

� Scenarios can be used prescriptively or diagnostically � A major role of scenarios is to illuminate uncertainties; they

are NOT predictions� The adoption of common driving factors is a prerequisite

for ensuring consistency between global change scenarios� Techniques to improve the spatial and temporal resolution

of scenario information should be adopted only if they are truly appropriate in addressing the goals of the study

� Promising techniques are emerging for expressing projections in terms of probability and risk

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"Everything is vague to a degree you do not realize till you have tried to make it precise."

Bertrand Russell (philosopher)

Final thought