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Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi International Institute for Applied Systems Analysis CCI/IA Workshop 31 July 2013 Snowmass, Colorado

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Page 1: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Preliminary IAM scenarios based on the RCP/SSP framework

Keywan Riahi International Institute for Applied Systems Analysis

CCI/IA Workshop 31 July 2013

Snowmass, Colorado

Page 2: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

The Parallel Process RCPs (Complete)

O’Neill & Schweizer, 2011 (based on Moss et al 2010)

CMIP5 (Complete)

Basic SSPs (Complete)

Under way

Page 3: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Socio-economic challenges for adaptation

Soci

o-ec

onom

ic

chal

leng

es fo

r miti

gatio

n

SSP Framework

1.

2.

3.

4.

5.

Socio- economic Pathway

Shared Socio- economic Pathway (SSP)

Low Challenges

High Challenges

Intermediate Challenges

Mitigation Challenges Dominate

Adaptation Challenges Dominate

SSP 1

SSP 2

SSP 3

SSP 4

SSP 5

Adapted from O’Neill (2012)

Purpose one: Organizing framework Purpose two: New shared pathways

Page 4: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Shared Socio-economic Pathway (SSP)

Exploration of climate policy dimension Matrix architecture

IAMs: AIM (NIES) GCAM (PNNL) IMAGE (PBL) MESSAGE (IIASA) REMIND (PIK)

Page 5: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Key SSP elements (three main products + IAV variables)

SSP Storylines

Population (age, sex,

mortality, fertility, education)

Urbanization (national)

Economic development (regional/national)

Quantitative drivers

Energy (technology,

resources, etc)

Emissions (forcing,

temperature)

Land-use (productivity,

diets, etc)

IAM Scenarios

1

2 3

Iterative Process

Page 6: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

SSP Process •  Conceptual framework and nature of basic SSPs established •  Quantification of key elements of basic SSPs has been completed •  Narratives were refined based on community review (paper needs

still to be submitted) •  Preliminary IAM scenarios ready for cross-model comparison and

revisions •  Fast-track IAV analyses based on SSPs coming out (ISI-MIP,

AgMIP, etc)

•  Work in progress: –  Continue vetting and development of SSP IAM scenarios –  Define SPAs for refined stabilization analyses –  Continue IAV analyses based on SSPs (multi year process)

Page 7: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

SSP Driver Quantifications •  Country level projections:

– Population •  IIASA

– Urbanization •  NCAR

– Economy •  OECD •  IIASA •  PIK

•  Status: Available and in use by various IAM and IAV comparison projects

Page 8: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Global population for five SSPs

Lutz & KC

6000

7000

8000

9000

10000

11000

12000

13000

SSP1

SSP2

SSP3

SSP4

SSP5

Page 9: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

World 2050

SSP1 Pop=8673 Mio SSP3 Pop=10603 Mio

Lutz & KC

Page 10: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Common interpretation of the SSPs OECD – IIASA - PIK"

 

10

Frontier TFP growth Speed of convergence

SSP1: Sustainability Medium high High

SSP2: Middle of the road Medium Medium

SSP3: Fragmentation Low Low

SSP4: Inequality Medium Low Income: Low

Middle Income: Medium High Income: Medium

SSP5: Conventional development High High

N.B. Quantitative interpretations and methodology differ between models, illustrating the uncertainties in making economic projections

 

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11

0

20

40

60

80

100

120

140

160

2010

2020

2030

2040

2050

2060

2070

2080

2090

2100

GDP  pe

r  cap

its  ($/cap

 -­‐PP

P) SSP5

SSP3

SSP2

SSP4

SSP1

Common interpretation of the SSPs OECD – IIASA - PIK"

Page 12: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Extension of Storylines for IAM modeling (eg assumptions for energy demand)

•  Similar tables for tech change of supply, resource availability, and land-use change

Page 13: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Socio-economic challenges for adaptation

Soci

o-ec

onom

ic

chal

leng

es fo

r miti

gatio

n

1850 1900 1950 2000 2050 2100

EJ

0

500

1000

1500

2000

2500Other renewablesNuclearGasOilCoalBiomass

1850 1900 1950 2000 2050 2100

EJ

0

500

1000

1500

2000

2500Other renewablesNuclearGasOilCoalBiomass

1850 1900 1950 2000 2050 2100E

J0

500

1000

1500

2000

2500Other renewablesNuclearGasOilCoalBiomass

1850 1900 1950 2000 2050 2100

EJ

0

500

1000

1500

2000

2500Other renewablesNuclearGasOilCoalBiomass

1850 1900 1950 2000 2050 2100

EJ

0

500

1000

1500

2000

2500Other renewablesNuclearGasOilCoalBiomass

Other renewablesNuclearGasOilCoalBiomass

Primary Energy

SSP3 IMAGE

SSP5 REMIND

SSP2 MESSAGE

SSP4 AIM SSP1

GCAM

Page 14: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

RCP CO2 Emissions, World (Fossil fuels and Industry)

2000 2020 2040 2060 2080 2100

CO

2 em

issi

ons

(GtC

O2)

-20

0

20

40

60

80

100

120

140

160

RCP 8.5

RCP 2.6

RCP 4.5

RCP 6.0

Page 15: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

2000 2020 2040 2060 2080 2100

CO

2 em

issi

ons

(GtC

O2)

-20

0

20

40

60

80

100

120

140

160

AIM/CGE GCAM IMAGE MESSAGE-GLOBIOM REMIND-MAGPIE SSP1 SSP2 SSP3 SSP4 SSP5

SSP5

SSP3

SSP2

SSP4, SSP1

CO2 Emissions, World (Fossil fuels and Industry)

Page 16: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Total Radiative Forcing

2000 2020 2040 2060 2080 2100

Forc

ing

(W/m

2)

0

2

4

6

8

10

AIM/CGE GCAM IMAGE MESSAGE-GLOBIOM REMIND-MAGPIE SSP1 SSP2 SSP3 SSP4 SSP5

SSP5 = 9-9.5 W/m2

SSP3, SSP2

SSP4 SSP1

Page 17: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

CO2 Emissions, World (Fossil fuels and Industry)

2000 2020 2040 2060 2080 2100

CO

2 em

issi

ons

(GtC

O2)

-20

0

20

40

60

80

100

120

140

160

2.6 W/m2

Page 18: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

SSP range for short-lived forces wider than RCPs Example: SO2 emissions

2000 2020 2040 2060 2080 2100

Sul

fur e

mis

sion

s (M

tSO

2)

0

20

40

60

80

100

120

140

160

SSP5

SSP3

SSP2

SSP1

SSP4

Page 19: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

2000 2020 2040 2060 2080 2100

Sul

fur e

mis

sion

s (M

tSO

2)

0

20

40

60

80

100

120

140

160

4.5 W/m2

Climate mitigation co-benefits across all SSPs Example: SO2 emissions

Page 20: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Little difference between SSPs for 2.6 W/m2 Example: SO2 emissions

2000 2020 2040 2060 2080 2100

Sul

fur e

mis

sion

s (M

tSO

2)

0

20

40

60

80

100

120

140

160

2.6 W/m2

Page 21: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Land-use and Land-cover change Cropland development: RCPs vs SSPs

2000 2020 2040 2060 2080 2100

Cro

plan

d, m

illio

n ha

1000

1500

2000

2500

3000

AIM/CGE GCAM IMAGE MESSAGE-GLOBIOM REMIND-MAGPIE SSP1 SSP2 SSP3 SSP4 SSP5

Page 22: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

SSP IAM scenarios – next steps •  Improve consistency with storylines •  Harmonization across major variables (develop clear-cut

definitions) •  Define SPAs (climate policy dimension) •  Identify marker scenarios •  Organize hand-off to different communities and develop

guidelines for SSP users (eg, plausible RCP/SSP combinations)

•  Publication: Special Issue of Global Environmental Change

Page 23: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

SSP database: https://secure.iiasa.ac.at/web-apps/ene/SspDb

International Committee On New Integrated Climate change assessment Scenarios (ICONICS)

http://www.isp.ucar.edu/iconics

Page 24: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Additional Slides

Page 25: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Inequality across models Global GINI

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1980

1985

1990

1995

2000

2005

2010

2015

2020

2025

2030

2035

2040

2045

2050

2055

2060

2065

2070

2075

2080

2085

2090

2095

2100

IIASA

SSP1

SSP2

SSP3

SSP4

SSP5

Page 26: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Country Groupings •  For defining these scenarios we distinguish

among three groups of countries: •  High Fertility Countries (HiFert): Countries

with current level of fertility less than 2.9 children per woman (2005-2010).

•  Low Fertility Countries (LoFert) Countries with current level of fertility less than or equal to 2.9 not belonging to Rich OECD countries (see below)

•  High Income-OECD Countries (Rich-OECD) As per the definition of World Bank.

Page 27: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Education Scenarios •  The fast track (FT) scenario is extremely ambitious; it assumes that

all countries expand their school systems at the fastest possible rate, which would be comparable with best performers in the past such as Singapore and South Korea .

•  The global education trend (GET) scenario is more moderately optimistic and assumes that countries will follow the average path of school expansion that other countries already somewhat further advanced in this process have experienced.

•  The constant enrollment rate (CER) scenario assumes that countries only keep the proportions of cohorts attending school constant at current levels.

•  The most pessimistic scenario, constant enrollment numbers (CEN), assumes that no more schools at all are being built and that the absolute number of students is kept constant, which under conditions of population growth means declining enrollment rates.

Page 28: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

PEI  /  CI  Improvement  SSP1  SSP2  SSP3  SSP4  SSP5  

AIM/CGe  GCAM  IMAGE  MESSAGE-­‐GLOBIOM  REMIND-­‐MAGPIE  

1.4   1.2   1.0   0.8   0.6   0.4   0.2   0.0  

2.5  

2.0  

1.5  

1.0  

0.5  

0.0  

carbon  intensity  improvement  

(prim

ary)  ene

rgy  intensity

 improvem

ent  

Page 29: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

1.4   1.2   1.0   0.8   0.6   0.4   0.2   0.0  

2.5  

2.0  

1.5  

1.0  

0.5  

0.0  

carbon  intensity  improvement  

(prim

ary)  ene

rgy  intensity

 improvem

ent  

SSP1  SSP2  SSP3  SSP4  SSP5  

AIM/CGe  GCAM  IMAGE  MESSAGE-­‐GLOBIOM  REMIND-­‐MAGPIE  

PEI  /  CI  Improvement  

Page 30: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Global  Primary  Energy  -­‐  SSP5  REMIND-­‐MAGPIE  

1850 1900 1950 2000 2050 2100

EJ

0

500

1000

1500

2000

2500 Other renewables Nuclear Gas Oil Coal Biomass

Page 31: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Global  Primary  Energy  -­‐  IMAGE  SSP3  

1850 1900 1950 2000 2050 2100

EJ

0

500

1000

1500

2000

2500 Other renewables Nuclear Gas Oil Coal Biomass

Page 32: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Global  Primary  Energy  -­‐  AIM/CGE  SSP4-­‐Ref-­‐SPA0-­‐V1  

1850 1900 1950 2000 2050 2100

EJ

0

500

1000

1500

2000

2500 Other renewables Nuclear Gas Oil Coal Biomass

Page 33: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Global Primary Energy - MESSAGE-GLOBIOM SSP2-Ref-SPA0-V1

1850 1900 1950 2000 2050 2100

EJ

0

500

1000

1500

2000

2500 Other renewables Nuclear Gas Oil Coal Biomass

Page 34: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

1850 1900 1950 2000 2050 2100

EJ

0

500

1000

1500

2000

2500 Other renewables Nuclear Gas Oil Coal Biomass

Global Primary Energy – SSP1 GCAM

Page 35: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

0

2E+14

4E+14

6E+14

8E+14

1E+15

1.2E+15

1.4E+15

2010 2015 2020 2025 2030 2035 2040 2045 2050 2055 2060 2065 2070 2075 2080 2085 2090 2095 2100

GDP:  World  (OECD  projection)

SSP1new SSP2new SSP3new SSP4new SSP5new

Global GDP levels by scenario (OECD)

Source: preliminary SSP database

SSP5>SSP1>SSP2>SSP4>SSP3

35

Page 36: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

0

20

40

60

80

100

120

140

160

1980 1990 2000 2010 2020 2030 2040 2050 2060 2070 2080 2090 2100

SSP  -­‐ Per  Capita  GDP  (billion  US$2005PPP  /  million  people)

SSP2  -­‐ IIASA  -­‐ World SSP2  -­‐ IIASA  -­‐ WorldSSP2  -­‐ PIK  -­‐ World SSP2  -­‐ PIK  -­‐ WorldSSP2  -­‐ OECD  -­‐ World SSP2  -­‐ OECD  -­‐ World

0

20

40

60

80

100

120

140

160

1980 1990 2000 2010 2020 2030 2040 2050 2060 2070 2080 2090 2100

SSP  -­‐ Per  Capita  GDP  (billion  US$2005PPP  /  million  people)

SSP1  -­‐ IIASA  -­‐ World SSP2  -­‐ IIASA  -­‐ WorldSSP1  -­‐ PIK  -­‐ World SSP2  -­‐ PIK  -­‐ WorldSSP1  -­‐ OECD  -­‐ World SSP2  -­‐ OECD  -­‐ World

0

20

40

60

80

100

120

140

160

1980 1990 2000 2010 2020 2030 2040 2050 2060 2070 2080 2090 2100

SSP  -­‐ Per  Capita  GDP  (billion  US$2005PPP  /  million  people)

SSP3  -­‐ IIASA  -­‐ World SSP2  -­‐ IIASA  -­‐ WorldSSP3  -­‐ PIK  -­‐ World SSP2  -­‐ PIK  -­‐ WorldSSP3  -­‐ OECD  -­‐ World SSP2  -­‐ OECD  -­‐ World

0

20

40

60

80

100

120

140

160

1980 1990 2000 2010 2020 2030 2040 2050 2060 2070 2080 2090 2100

SSP  -­‐ Per  Capita  GDP  (billion  US$2005PPP  /  million  people)

SSP4  -­‐ IIASA  -­‐ World SSP2  -­‐ IIASA  -­‐ WorldSSP4  -­‐ PIK  -­‐ World SSP2  -­‐ PIK  -­‐ WorldSSP4  -­‐ OECD  -­‐ World SSP2  -­‐ OECD  -­‐ World

0

20

40

60

80

100

120

140

160

1980 1990 2000 2010 2020 2030 2040 2050 2060 2070 2080 2090 2100

SSP  -­‐ Per  Capita  GDP  (billion  US$2005PPP  /  million  people)

SSP5  -­‐ IIASA  -­‐ World SSP2  -­‐ IIASA  -­‐ WorldSSP5  -­‐ PIK  -­‐ World SSP2  -­‐ PIK  -­‐ WorldSSP5  -­‐ OECD  -­‐ World SSP2  -­‐ OECD  -­‐ World

Global GDP levels by scenario

Source: preliminary SSP database 36

Page 37: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Global Primary Energy – SSP2 AIM

1850 1900 1950 2000 2050 2100

EJ

0

500

1000

1500

2000

2500 Other renewables Nuclear Gas Oil Coal Biomass

Page 38: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Population assumptions consistent with SSP Storylines

Low challenges for adaptation

High challenges for adaptation

Page 39: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

China - population for five SSPs

Lutz & KC

0

200

400

600

800

1000

1200

1400

1600

SSP1

SSP2

SSP3

SSP4

SSP5

Page 40: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

Urbanization Projection Results

0

10

20

30

40

50

60

70

80

90

100

1950

1960

1970

1980

1990

2000

2010

2020

2030

2040

2050

2060

2070

2080

2090

2100

% u

rban

pop

ulat

ion

Year

Western Europe

Latin America

China

Eastern Africa

SSP1

Fast

SSP2

Central

SSP3

Slow

SSP4

Fast/Central

SSP5

Fast

Source: O’Neill & Jiang, NCAR

Page 41: Preliminary IAM scenarios based on the RCP/SSP frameworkweb.stanford.edu/group/emf-research/docs/sm/2013/7... · Preliminary IAM scenarios based on the RCP/SSP framework Keywan Riahi

CO2 Emissions, World (Fossil fuels and Industry)

2000 2020 2040 2060 2080 2100

CO

2 em

issi

ons

(GtC

O2)

-20

0

20

40

60

80

100

120

140

160

4.5 W/m2