Comparison between best-response dynamics and replicator dynamics in a social-ecological model of lake eutrophication. (21st January 2021)
- Record Type:
- Journal Article
- Title:
- Comparison between best-response dynamics and replicator dynamics in a social-ecological model of lake eutrophication. (21st January 2021)
- Main Title:
- Comparison between best-response dynamics and replicator dynamics in a social-ecological model of lake eutrophication
- Authors:
- Sun, T. Anthony
Hilker, Frank M. - Abstract:
- Highlights: We consider two social-ecological models with the same ecological part. We represent the social part using either the replicator or a best-response dynamics. The two models' equilibria differ in number and in stability. The two models become more similar to each other when agents behave more rationally. The replicator dynamics tends to allow for make-or-break dynamics. Abstract: Social-ecological models are often used to investigate the mutual interactions between an ecological system and human behaviour at a collective level. The social system is widely represented either by the replicator dynamics or by the best-response dynamics. We investigate the consequences of choosing one or the other with the example of a social-ecological model for eutrophication in shallow lakes, where the anthropogenic discharge of pollutants into the water is determined by a behavioural model using the replicator or a best-response dynamics. We discuss a fundamental difference between the replicator dynamics and the logit formulation of the best-response dynamics. This fundamental difference results in a different number of equilibria. We show that the replicator equation is a limit case of the best-response model, when agents are assumed to behave with infinite rationality. If agents act less rationally in the model using the best-response dynamics, the correspondence with the model using the replicator dynamics decreases. Finally, we show that sustained oscillations observed inHighlights: We consider two social-ecological models with the same ecological part. We represent the social part using either the replicator or a best-response dynamics. The two models' equilibria differ in number and in stability. The two models become more similar to each other when agents behave more rationally. The replicator dynamics tends to allow for make-or-break dynamics. Abstract: Social-ecological models are often used to investigate the mutual interactions between an ecological system and human behaviour at a collective level. The social system is widely represented either by the replicator dynamics or by the best-response dynamics. We investigate the consequences of choosing one or the other with the example of a social-ecological model for eutrophication in shallow lakes, where the anthropogenic discharge of pollutants into the water is determined by a behavioural model using the replicator or a best-response dynamics. We discuss a fundamental difference between the replicator dynamics and the logit formulation of the best-response dynamics. This fundamental difference results in a different number of equilibria. We show that the replicator equation is a limit case of the best-response model, when agents are assumed to behave with infinite rationality. If agents act less rationally in the model using the best-response dynamics, the correspondence with the model using the replicator dynamics decreases. Finally, we show that sustained oscillations observed in both cases may differ substantially. The replicator dynamics makes the amplitude of the limit cycle become larger and makes the system come closer to full cooperation or full defection. Thus, the dynamics along the limit cycle imply a different risk for the system to be pushed by a perturbation into a desirable or an undesirable outcome depending on the socioeconomic dynamics assumed in the model. When analyzing social-ecological models, the choice of a socioeconomic dynamics is often little justified but our results show that it may have dramatic impacts on the coupled human-environment system. … (more)
- Is Part Of:
- Journal of theoretical biology. Volume 509(2021)
- Journal:
- Journal of theoretical biology
- Issue:
- Volume 509(2021)
- Issue Display:
- Volume 509, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 509
- Issue:
- 2021
- Issue Sort Value:
- 2021-0509-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-01-21
- Subjects:
- Social-ecological system -- Coupled human-environment system -- Make-or-break dynamics -- Replicator dynamics -- Logit best-response dynamics -- Oscillations
Biology -- Periodicals
Biological Science Disciplines -- Periodicals
Biology -- Periodicals
Biologie -- Périodiques
Theoretische biologie
Biology
Periodicals
571.05 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00225193/ ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.jtbi.2020.110491 ↗
- Languages:
- English
- ISSNs:
- 0022-5193
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5069.075000
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British Library HMNTS - ELD Digital store - Ingest File:
- 20994.xml