Mean-field equations on a triangular lattice predict multiple high-density ordered structures in the density-noise plane for a three-state active lattice gas, with some transitions between ordered configurations that differ from expectations based on Monte Carlo simulations.
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Machine learning on simulation observables produces a phase diagram for the Vicsek model that identifies a narrow coexistence region between ordered and disordered states.
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Mean-Field Theory for the Three-State Active Lattice Gas Model
Mean-field equations on a triangular lattice predict multiple high-density ordered structures in the density-noise plane for a three-state active lattice gas, with some transitions between ordered configurations that differ from expectations based on Monte Carlo simulations.
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Mapping the Phase Diagram of the Vicsek Model with Machine Learning
Machine learning on simulation observables produces a phase diagram for the Vicsek model that identifies a narrow coexistence region between ordered and disordered states.