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A Generalized Equilibrium Approach to Balance the
Residual Abatements Resulting from COP-21
Agreement
Frédéric Babonneau, Alain Haurie and Marc Vielle
ETSAP Workshop - Cork
May 30-31, 2016
1 / 21
Contents
1 Context and Objectives
2 A Dynamic meta-game model for climate negotiations
3 INDCs evaluation
4 Fair agreements for additional efforts
5 Conclusion
2 / 21
Context and Objectives
1 Context and Objectives
2 A Dynamic meta-game model for climate negotiations
3 INDCs evaluation
4 Fair agreements for additional efforts
5 Conclusion
3 / 21
Context and Objectives
Adressed questions
1 What do INDCs mean? And what are the economic impacts of INDC
implementation?
2 How an international carbon market might affect climate agreements?
3 How to share additional efforts on 2015-2050 to reach the 2o
C target in 2100?
How to design a fair agreement among groups of countries?
4 How each country will use its allocations on the horizon 2015-2050? What will
be the associated costs for each country?
4 / 21
Context and Objectives
Methodology
Propose a meta-game approach for assessing burden sharing agreements for the
attainment of 2050 climate target.
Methodology:
1 Identify a global emissions budget on 2015-2050 compatible with a 2o
C
temperature increase in 2100
2 Estimate abatement cost functions for each group of countries using simulations
of the Computable General Equilibrium model GEMINI-E3
3 Define a meta-game in which each country minimizes its costs according to a
global share of allocations. Each country decides strategically the timing of its
emissions.
5 / 21
A Dynamic meta-game model for climate negotiations
1 Context and Objectives
2 A Dynamic meta-game model for climate negotiations
3 INDCs evaluation
4 Fair agreements for additional efforts
5 Conclusion
6 / 21
A Dynamic meta-game model for climate negotiations
Meta-games for climate negotiations
Global	emissions	
Budget	
US	 EU	 China	
Coopera8ve	
Interna8onal	emissions	trading	scheme	
Non	Coopera8ve	
7 / 21
A Dynamic meta-game model for climate negotiations
Meta-games for climate negotiations
Global	emissions	
Budget	
US	 EU	 China	
Coopera8ve	
Interna8onal	emissions	trading	scheme	
Non	Coopera8ve	
The payoff (welfare loss) of player j at equilibrium satisfies :
min
ωj



T−1
t=0
β
t
j (π
t
j (e
t
j (Ω
t
)) − p
t
(Ω
t
)(ω
t
j − e
t
j (Ω
t
)))



,
subject to actions chosen by the other players and under the budget
sharing constraint
T−1
t=0
ω
t
j ≤ θj Bud.
7 / 21
A Dynamic meta-game model for climate negotiations
Meta-games for climate negotiations
Global	emissions	
Budget	
US	 EU	 China	
Coopera8ve	
Interna8onal	emissions	trading	scheme	
Non	Coopera8ve	
The payoff (welfare loss) of player j at equilibrium satisfies :
min
ωj



T−1
t=0
β
t
j (π
t
j (e
t
j (Ω
t
)) − p
t
(Ω
t
)(ω
t
j − e
t
j (Ω
t
)))



,
subject to actions chosen by the other players and under the budget
sharing constraint
T−1
t=0
ω
t
j ≤ θj Bud.
Applying standard Kuhn-Tucker multiplier method, with multipliers νj ,
we obtain the following first order necessary conditions for a Nash
equilibrium:
νj = β
t
j (p
t
(Ω
t
) + p
t
(Ω
t
)(ω
t
j − e
t
j (Ω
t
))) ∀t∀j
0 = νj (θj Bud −
T−1
t=0
ω
t
j )
0 ≤ θj Bud −
T−1
t=0
ω
t
j
7 / 21
A Dynamic meta-game model for climate negotiations
Meta-games for climate negotiations
Global	emissions	
Budget	
US	 EU	 China	
Coopera8ve	
Interna8onal	emissions	trading	scheme	
Non	Coopera8ve	
The payoff (welfare loss) of player j at equilibrium satisfies :
min
ωj



T−1
t=0
β
t
j (π
t
j (e
t
j (Ω
t
)) − p
t
(Ω
t
)(ω
t
j − e
t
j (Ω
t
)))



,
subject to actions chosen by the other players and under the budget
sharing constraint
T−1
t=0
ω
t
j ≤ θj Bud.
Applying standard Kuhn-Tucker multiplier method, with multipliers νj ,
we obtain the following first order necessary conditions for a Nash
equilibrium:
νj = β
t
j (p
t
(Ω
t
) + p
t
(Ω
t
)(ω
t
j − e
t
j (Ω
t
))) ∀t∀j
0 = νj (θj Bud −
T−1
t=0
ω
t
j )
0 ≤ θj Bud −
T−1
t=0
ω
t
j
Abatement cost functions π are estimated through statistical emulation on a large set of
GEMINI-E3 simulations
7 / 21
A Dynamic meta-game model for climate negotiations
A noncooperative meta-game approach
Input Global budget Bud and allocations among countries (i.e., θj )
Model Minimize the economic impacts for each country by deciding:
1 How to use the budget on the horizon
2 Permit sales and buyings on the trading market
Output Emissions, Permit exchanges, Permit prices, Percentage of welfare losses, ...
⇒ By testing different allocations, one can find a fair burden sharing. For example if
we adopt a Rawlsian approach to distributive justice, the optimal game design
problem consists in finding the θj ’s in such a way that one minimizes the largest
welfare loss among the countries.
8 / 21
A Dynamic meta-game model for climate negotiations
Estimation of the abatement cost functions
We use the CGE model GEMINI-E3 as a the provider of data for the estimation
of the abatement cost functions for each group of countries
Estimations are based on statistical emulations of a sample of 200 GEMINI-E3
numerical simulations (4 periods ×11 = nb estimations)
The abatement costs are polynomial functions of degree 4 in the country
abatement level
ACj (t) = αj
1(t) qj (t) + αj
2 qj (t)2
+ αj
3(t) qj (t)3
+ αj
4(t) qj (t)4
. (1)
0 5 10 15 20 25 30 35 40 45 50 55
0
200
400
600
800
1000
1200
1400
1600
1800
2000
Abatement (%)
MAC
USA
EU
UMB
CHI
IND
RUS
OPE
ROW
ASI
LAT
LDC
9 / 21
INDCs evaluation
1 Context and Objectives
2 A Dynamic meta-game model for climate negotiations
3 INDCs evaluation
4 Fair agreements for additional efforts
5 Conclusion
10 / 21
INDCs evaluation
INDC analysis and consolidation
Difficulties to convert INDCs in consistent emissions abatements in 2030:
Objectives are related to different reference emissions (Historical emissions,
BAU emissions, Intensity target, etc)
Conditional and unconditional targets
Objective year: from 2025 to 2035
Missing information and unsubmitted INDCs
⇒ We use conventional target related to GEMINI-E3 BAU scenario.
11 / 21
INDCs evaluation
INDC targets in Mt CO2-eq in 2030
Unconditional Conditional Reduction compared to GEMINI-E3 BAU
USA 4’045 3’796 -47%
EUR 3’230 3’230 -25%
UMB 2’510 2’499 -14%
CHI 17’748 15’860 0%
IND 6’681 6’482 0%
RUS 2’649 2’473 -1%
OPE 3’834 3’456 -2%
ROW 3’688 3’465 -13%
ASI 5’491 4’975 0%
LAT 4’245 4’059 0%
LDC 4’713 4’423 0%
World 58’833 54’718
12 / 21
INDCs evaluation
INDCs impacts on welfare losses on [2015, 2030]
Without International carbon market With International carbon market
Welfare loss CO2 prices in $ /t Welfare loss CO2 prices in $ /t
in % of disc. HC 2020 2030 in % of disc. HC 2020 2030
USA 0.37 53 71 0.08 3.6 5
EUR 0.02 27 36 -0.01 3.6 5
UMB 0.03 7 10 0.03 3.6 5
CHI -0.09 - - -0.11 3.6 5
IND 0.01 - - -0.02 3.6 5
RUS -0.03 - - -0.07 3.6 5
OPE 0.10 - - 0.06 3.6 5
ROW 0.03 2 3 0.03 3.6 5
ASI -0.02 - - -0.03 3.6 5
LAT -0.01 - - -0.02 3.6 5
LDC -0.08 - - -0.11 3.6 5
World 0.08 0.04
International carbon market has a positive impact on global and all individual
costs.
Low welfare losses clearly reflect a lack of ambition of INDCs.
13 / 21
INDCs evaluation
Decomposition of welfare losses
-0.2	 -0.1	 0	 0.1	 0.2	 0.3	 0.4	
USA	
EUR	
UMB	
CHI	
IND	
RUS	
OPE	
ROW	
ASI	
LAT	
LDC	
Abatement	Costs	
GTT	
-0.2	 -0.1	 0	 0.1	 0.2	 0.3	 0.4	
USA	
EUR	
UMB	
CHI	
IND	
RUS	
OPE	
ROW	
ASI	
LAT	
LDC	 Abatement	Costs	
Quotas	buying	
GTT	
14 / 21
Fair agreements for additional efforts
1 Context and Objectives
2 A Dynamic meta-game model for climate negotiations
3 INDCs evaluation
4 Fair agreements for additional efforts
5 Conclusion
15 / 21
Fair agreements for additional efforts
Emissions budget on 2015-2050
16 / 21
Fair agreements for additional efforts
Global welfare loss on 2015-2050
17 / 21
Fair agreements for additional efforts
Example #1 of fair agreement (2o
C target) on [2015,
2050]
Region Emissions budget Welfare loss Abatement cost Permit buying GTT
in Mt CO2-eq in % of discounted household consumption
USA 166852 0.7 0.5 0.1 0.2
EUR 80240 0.8 0.2 0.7 -0.2
UMB 63602 0.7 0.3 0.2 0.1
CHI 264910 0.7 2.3 -1.0 -0.7
IND 73986 0.7 1.4 -0.7 0.0
RUS 57230 0.7 1.4 -0.6 -0.2
OPE 100890 0.7 1.1 -1.2 0.9
ROW 101480 0.7 0.9 -0.3 0.2
ASI 105020 0.8 0.8 0.1 -0.2
LAT 86730 0.7 0.3 0.4 -0.1
LDC 79060 0.7 0.8 0.2 -0.3
World 1’180’000 0.8
18 / 21
Fair agreements for additional efforts
Example #2 of fair agreement (2o
C target) on [2015,
2050]
Region Emissions budget Welfare loss Abatement cost Permit buying GTT
in Mt CO2-eq in % of discounted household consumption
USA 153046 0.9 0.5 0.3 0.2
EUR 69620 0.9 0.2 0.9 -0.2
UMB 56640 0.9 0.3 0.5 0.1
CHI 273760 0.5 2.3 -1.2 -0.7
IND 76346 0.5 1.4 -0.9 0.0
RUS 58882 0.5 1.4 -0.9 -0.2
OPE 103250 0.5 1.1 -1.4 0.9
ROW 105020 0.5 0.9 -0.5 0.2
ASI 109150 0.5 0.8 -0.1 -0.2
LAT 90270 0.5 0.3 0.3 -0.1
LDC 84016 0.0 0.8 -0.5 -0.3
World 1180000 0.8
19 / 21
Conclusion
1 Context and Objectives
2 A Dynamic meta-game model for climate negotiations
3 INDCs evaluation
4 Fair agreements for additional efforts
5 Conclusion
20 / 21
Conclusion
Conclusion and Perspectives
Conclusion
INDCs commitments are weak.
It is possible to design fair agreements (eg, equalizing welfare costs between
coalitions)
The implementation of a tradable permits market is crucial as it allows to
equalize marginal abatement costs and to reduce welfare losses
Perspectives
Extend the model to robust optimization to take into consideration statistical
errors in the calibration of abatement cost functions
Apply meta-game on alternative economic models (eg. TIMES)
21 / 21

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A Generalized Equilibrium Approach to Balance the Residual Abatements Resulting from COP-21 Agreement

  • 1. A Generalized Equilibrium Approach to Balance the Residual Abatements Resulting from COP-21 Agreement Frédéric Babonneau, Alain Haurie and Marc Vielle ETSAP Workshop - Cork May 30-31, 2016 1 / 21
  • 2. Contents 1 Context and Objectives 2 A Dynamic meta-game model for climate negotiations 3 INDCs evaluation 4 Fair agreements for additional efforts 5 Conclusion 2 / 21
  • 3. Context and Objectives 1 Context and Objectives 2 A Dynamic meta-game model for climate negotiations 3 INDCs evaluation 4 Fair agreements for additional efforts 5 Conclusion 3 / 21
  • 4. Context and Objectives Adressed questions 1 What do INDCs mean? And what are the economic impacts of INDC implementation? 2 How an international carbon market might affect climate agreements? 3 How to share additional efforts on 2015-2050 to reach the 2o C target in 2100? How to design a fair agreement among groups of countries? 4 How each country will use its allocations on the horizon 2015-2050? What will be the associated costs for each country? 4 / 21
  • 5. Context and Objectives Methodology Propose a meta-game approach for assessing burden sharing agreements for the attainment of 2050 climate target. Methodology: 1 Identify a global emissions budget on 2015-2050 compatible with a 2o C temperature increase in 2100 2 Estimate abatement cost functions for each group of countries using simulations of the Computable General Equilibrium model GEMINI-E3 3 Define a meta-game in which each country minimizes its costs according to a global share of allocations. Each country decides strategically the timing of its emissions. 5 / 21
  • 6. A Dynamic meta-game model for climate negotiations 1 Context and Objectives 2 A Dynamic meta-game model for climate negotiations 3 INDCs evaluation 4 Fair agreements for additional efforts 5 Conclusion 6 / 21
  • 7. A Dynamic meta-game model for climate negotiations Meta-games for climate negotiations Global emissions Budget US EU China Coopera8ve Interna8onal emissions trading scheme Non Coopera8ve 7 / 21
  • 8. A Dynamic meta-game model for climate negotiations Meta-games for climate negotiations Global emissions Budget US EU China Coopera8ve Interna8onal emissions trading scheme Non Coopera8ve The payoff (welfare loss) of player j at equilibrium satisfies : min ωj    T−1 t=0 β t j (π t j (e t j (Ω t )) − p t (Ω t )(ω t j − e t j (Ω t )))    , subject to actions chosen by the other players and under the budget sharing constraint T−1 t=0 ω t j ≤ θj Bud. 7 / 21
  • 9. A Dynamic meta-game model for climate negotiations Meta-games for climate negotiations Global emissions Budget US EU China Coopera8ve Interna8onal emissions trading scheme Non Coopera8ve The payoff (welfare loss) of player j at equilibrium satisfies : min ωj    T−1 t=0 β t j (π t j (e t j (Ω t )) − p t (Ω t )(ω t j − e t j (Ω t )))    , subject to actions chosen by the other players and under the budget sharing constraint T−1 t=0 ω t j ≤ θj Bud. Applying standard Kuhn-Tucker multiplier method, with multipliers νj , we obtain the following first order necessary conditions for a Nash equilibrium: νj = β t j (p t (Ω t ) + p t (Ω t )(ω t j − e t j (Ω t ))) ∀t∀j 0 = νj (θj Bud − T−1 t=0 ω t j ) 0 ≤ θj Bud − T−1 t=0 ω t j 7 / 21
  • 10. A Dynamic meta-game model for climate negotiations Meta-games for climate negotiations Global emissions Budget US EU China Coopera8ve Interna8onal emissions trading scheme Non Coopera8ve The payoff (welfare loss) of player j at equilibrium satisfies : min ωj    T−1 t=0 β t j (π t j (e t j (Ω t )) − p t (Ω t )(ω t j − e t j (Ω t )))    , subject to actions chosen by the other players and under the budget sharing constraint T−1 t=0 ω t j ≤ θj Bud. Applying standard Kuhn-Tucker multiplier method, with multipliers νj , we obtain the following first order necessary conditions for a Nash equilibrium: νj = β t j (p t (Ω t ) + p t (Ω t )(ω t j − e t j (Ω t ))) ∀t∀j 0 = νj (θj Bud − T−1 t=0 ω t j ) 0 ≤ θj Bud − T−1 t=0 ω t j Abatement cost functions π are estimated through statistical emulation on a large set of GEMINI-E3 simulations 7 / 21
  • 11. A Dynamic meta-game model for climate negotiations A noncooperative meta-game approach Input Global budget Bud and allocations among countries (i.e., θj ) Model Minimize the economic impacts for each country by deciding: 1 How to use the budget on the horizon 2 Permit sales and buyings on the trading market Output Emissions, Permit exchanges, Permit prices, Percentage of welfare losses, ... ⇒ By testing different allocations, one can find a fair burden sharing. For example if we adopt a Rawlsian approach to distributive justice, the optimal game design problem consists in finding the θj ’s in such a way that one minimizes the largest welfare loss among the countries. 8 / 21
  • 12. A Dynamic meta-game model for climate negotiations Estimation of the abatement cost functions We use the CGE model GEMINI-E3 as a the provider of data for the estimation of the abatement cost functions for each group of countries Estimations are based on statistical emulations of a sample of 200 GEMINI-E3 numerical simulations (4 periods ×11 = nb estimations) The abatement costs are polynomial functions of degree 4 in the country abatement level ACj (t) = αj 1(t) qj (t) + αj 2 qj (t)2 + αj 3(t) qj (t)3 + αj 4(t) qj (t)4 . (1) 0 5 10 15 20 25 30 35 40 45 50 55 0 200 400 600 800 1000 1200 1400 1600 1800 2000 Abatement (%) MAC USA EU UMB CHI IND RUS OPE ROW ASI LAT LDC 9 / 21
  • 13. INDCs evaluation 1 Context and Objectives 2 A Dynamic meta-game model for climate negotiations 3 INDCs evaluation 4 Fair agreements for additional efforts 5 Conclusion 10 / 21
  • 14. INDCs evaluation INDC analysis and consolidation Difficulties to convert INDCs in consistent emissions abatements in 2030: Objectives are related to different reference emissions (Historical emissions, BAU emissions, Intensity target, etc) Conditional and unconditional targets Objective year: from 2025 to 2035 Missing information and unsubmitted INDCs ⇒ We use conventional target related to GEMINI-E3 BAU scenario. 11 / 21
  • 15. INDCs evaluation INDC targets in Mt CO2-eq in 2030 Unconditional Conditional Reduction compared to GEMINI-E3 BAU USA 4’045 3’796 -47% EUR 3’230 3’230 -25% UMB 2’510 2’499 -14% CHI 17’748 15’860 0% IND 6’681 6’482 0% RUS 2’649 2’473 -1% OPE 3’834 3’456 -2% ROW 3’688 3’465 -13% ASI 5’491 4’975 0% LAT 4’245 4’059 0% LDC 4’713 4’423 0% World 58’833 54’718 12 / 21
  • 16. INDCs evaluation INDCs impacts on welfare losses on [2015, 2030] Without International carbon market With International carbon market Welfare loss CO2 prices in $ /t Welfare loss CO2 prices in $ /t in % of disc. HC 2020 2030 in % of disc. HC 2020 2030 USA 0.37 53 71 0.08 3.6 5 EUR 0.02 27 36 -0.01 3.6 5 UMB 0.03 7 10 0.03 3.6 5 CHI -0.09 - - -0.11 3.6 5 IND 0.01 - - -0.02 3.6 5 RUS -0.03 - - -0.07 3.6 5 OPE 0.10 - - 0.06 3.6 5 ROW 0.03 2 3 0.03 3.6 5 ASI -0.02 - - -0.03 3.6 5 LAT -0.01 - - -0.02 3.6 5 LDC -0.08 - - -0.11 3.6 5 World 0.08 0.04 International carbon market has a positive impact on global and all individual costs. Low welfare losses clearly reflect a lack of ambition of INDCs. 13 / 21
  • 17. INDCs evaluation Decomposition of welfare losses -0.2 -0.1 0 0.1 0.2 0.3 0.4 USA EUR UMB CHI IND RUS OPE ROW ASI LAT LDC Abatement Costs GTT -0.2 -0.1 0 0.1 0.2 0.3 0.4 USA EUR UMB CHI IND RUS OPE ROW ASI LAT LDC Abatement Costs Quotas buying GTT 14 / 21
  • 18. Fair agreements for additional efforts 1 Context and Objectives 2 A Dynamic meta-game model for climate negotiations 3 INDCs evaluation 4 Fair agreements for additional efforts 5 Conclusion 15 / 21
  • 19. Fair agreements for additional efforts Emissions budget on 2015-2050 16 / 21
  • 20. Fair agreements for additional efforts Global welfare loss on 2015-2050 17 / 21
  • 21. Fair agreements for additional efforts Example #1 of fair agreement (2o C target) on [2015, 2050] Region Emissions budget Welfare loss Abatement cost Permit buying GTT in Mt CO2-eq in % of discounted household consumption USA 166852 0.7 0.5 0.1 0.2 EUR 80240 0.8 0.2 0.7 -0.2 UMB 63602 0.7 0.3 0.2 0.1 CHI 264910 0.7 2.3 -1.0 -0.7 IND 73986 0.7 1.4 -0.7 0.0 RUS 57230 0.7 1.4 -0.6 -0.2 OPE 100890 0.7 1.1 -1.2 0.9 ROW 101480 0.7 0.9 -0.3 0.2 ASI 105020 0.8 0.8 0.1 -0.2 LAT 86730 0.7 0.3 0.4 -0.1 LDC 79060 0.7 0.8 0.2 -0.3 World 1’180’000 0.8 18 / 21
  • 22. Fair agreements for additional efforts Example #2 of fair agreement (2o C target) on [2015, 2050] Region Emissions budget Welfare loss Abatement cost Permit buying GTT in Mt CO2-eq in % of discounted household consumption USA 153046 0.9 0.5 0.3 0.2 EUR 69620 0.9 0.2 0.9 -0.2 UMB 56640 0.9 0.3 0.5 0.1 CHI 273760 0.5 2.3 -1.2 -0.7 IND 76346 0.5 1.4 -0.9 0.0 RUS 58882 0.5 1.4 -0.9 -0.2 OPE 103250 0.5 1.1 -1.4 0.9 ROW 105020 0.5 0.9 -0.5 0.2 ASI 109150 0.5 0.8 -0.1 -0.2 LAT 90270 0.5 0.3 0.3 -0.1 LDC 84016 0.0 0.8 -0.5 -0.3 World 1180000 0.8 19 / 21
  • 23. Conclusion 1 Context and Objectives 2 A Dynamic meta-game model for climate negotiations 3 INDCs evaluation 4 Fair agreements for additional efforts 5 Conclusion 20 / 21
  • 24. Conclusion Conclusion and Perspectives Conclusion INDCs commitments are weak. It is possible to design fair agreements (eg, equalizing welfare costs between coalitions) The implementation of a tradable permits market is crucial as it allows to equalize marginal abatement costs and to reduce welfare losses Perspectives Extend the model to robust optimization to take into consideration statistical errors in the calibration of abatement cost functions Apply meta-game on alternative economic models (eg. TIMES) 21 / 21