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Mean Field Models to Regulate Carbon Emissions in Electricity Production
René Carmona1, Gökçe Dayanıklı1, Mathieu Laurière1
1Department of Operations Research and Financial Engineering, Princeton University, Princeton, NJ 08544 USA.
Electricity producers balance fossil fuels and renewables using carbon taxes. This study models competitive and cooperative decisions, revealing optimal strategies for a sustainable energy future.
Area of Science:
- Environmental Economics
- Mathematical Modeling
- Energy Systems Analysis
Background:
- Climate change, driven by carbon emissions, poses a significant threat to ecosystems.
- Electricity producers face a trade-off between revenue and environmental externalities from carbon emissions.
- Balancing reliable fossil fuel power with uncertain renewable energy sources is a key challenge.
Purpose of the Study:
- To analyze electricity producer decisions regarding renewable energy adoption under a carbon tax.
- To compare outcomes of competitive (Nash equilibrium) versus cooperative (social optimum) strategies.
- To investigate the impact of a regulator on carbon tax policy and market dynamics.
Main Methods:
- Application of mean field control and mean field game models.
- Development and analysis of nonstandard forward-backward stochastic differential equation systems.
- Numerical experiments to illustrate producer behavior and policy impacts.
Main Results:
- Characterization and proof of unique solutions for Nash equilibrium and social optimum.
- Quantification of the trade-off between production revenue and carbon emission costs.
- Analysis of producer behavior under different market scenarios (competitive vs. cooperative).
Conclusions:
- Mean field models provide a framework for understanding complex energy market decisions.
- Cooperative strategies can lead to a social optimum, potentially mitigating climate change impacts more effectively.
- Regulatory intervention, through carbon tax policy, can influence market equilibria and drive sustainable energy transitions.
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