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Community formation in wealth-mediated thermodynamic strategy evolution.
Connor Olson1, Andrew Belmonte1, Christopher Griffin2
1Department of Mathematics, Penn State University, University Park, Pennsylvania 16802, USA.
This study models a rock-paper-scissors game on a 1D lattice using a Boltzmann distribution for strategy updates. Higher payoffs reduce strategy changes, leading to community formation with predictable boundary dynamics.
Area of Science:
- Complex systems
- Game theory
- Statistical physics
Background:
- Repeated games on lattices are crucial for understanding emergent behavior.
- Agent-based models with local interactions and memory are key to simulating complex social dynamics.
- The Boltzmann distribution is a fundamental concept in statistical mechanics for modeling probabilistic transitions.
Purpose of the Study:
- To investigate a novel dynamical system for strategy updates in a repeated game on a 1D lattice.
- To analyze the formation and boundary dynamics of strategy communities under varying conditions.
- To explore the impact of temperature-induced fluctuations on system behavior.
Main Methods:
- Modeling a repeated game on a 1D lattice with players maintaining a 'bank' of payoffs.
- Employing a Boltzmann distribution for strategy updates, influenced by neighborhood bank values and temperature.
- Deriving analytical conditions for community formation and simulating system evolution numerically.
Main Results:
- Identified conditions for the formation of strategy communities with fixed or drifting boundaries.
- Demonstrated that higher bank values decrease the likelihood of strategy change.
- Revealed surprising system properties and the effects of temperature increases through numerical simulations.
Conclusions:
- The model provides a framework for understanding emergent strategy formation in spatial games.
- Temperature acts as a critical parameter influencing community stability and dynamics.
- Numerical simulations highlight the complex and sometimes counter-intuitive behavior of such dynamical systems.
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