Dry active nematics under circular illumination self-assemble into a dense nematically ordered ring at the boundary that protects a disordered core with self-selected density independent of global density.
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Data-driven framework using short-time TUR inference and deep neural networks reconstructs high-dimensional dissipative force fields and localizes fluctuating entropy production in space and time.
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Density protected states in active matter under virtual confinement
Dry active nematics under circular illumination self-assemble into a dense nematically ordered ring at the boundary that protects a disordered core with self-selected density independent of global density.
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Localizing entropy production along non-equilibrium trajectories
Data-driven framework using short-time TUR inference and deep neural networks reconstructs high-dimensional dissipative force fields and localizes fluctuating entropy production in space and time.