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Comparison between best-response dynamics and replicator dynamics in a social-ecological model of lake eutrophication
T Anthony Sun1, Frank M Hilker1
1Institute of Mathematics and Institute of Environmental Systems Research, School of Mathematics/Computer Science, Osnabrück University, Barbarastraße 12, 49076 Osnabrück, Germany.
The choice of social dynamics significantly impacts social-ecological models. Replicator dynamics, a special case of best-response dynamics, can lead to different outcomes and risks in environmental systems like lake eutrophication.
Area of Science:
- Environmental Science
- Ecology
- Social Science
Background:
- Social-ecological models examine human-environment interactions.
- Common social dynamics include replicator and best-response dynamics.
- The choice of social dynamics can influence model outcomes.
Purpose of the Study:
- To compare the consequences of using replicator versus best-response dynamics in social-ecological models.
- To analyze the impact of these choices on a model of shallow lake eutrophication.
- To highlight the importance of justifying the selection of socioeconomic dynamics.
Main Methods:
- Investigated a social-ecological model for eutrophication in shallow lakes.
- Applied both replicator dynamics and best-response dynamics to model pollutant discharge.
- Analyzed the fundamental differences and equilibrium points between the two dynamics.
- Examined the replicator equation as a limit case of best-response dynamics with infinite rationality.
Main Results:
- Replicator dynamics and best-response dynamics yield different numbers of equilibria.
- Replicator dynamics represent a limit case of best-response dynamics under infinite rationality.
- Decreased rationality in best-response dynamics reduces correspondence with replicator dynamics.
- Sustained oscillations differ substantially, with replicator dynamics leading to larger amplitudes and closer proximity to full cooperation or defection.
Conclusions:
- The choice of socioeconomic dynamics in social-ecological models has dramatic impacts on coupled human-environment systems.
- Different dynamics alter the risk of undesirable outcomes due to perturbations.
- Justification for selecting specific socioeconomic dynamics is crucial for accurate modeling.
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