Cartesian coupling between stochastic circular limit-cycle oscillators reduces steady-state entropy production rate compared with the uncoupled system, independent of effective temperature and population size, while radial and phase couplings produce more variable effects.
Kuramoto, Chemical oscillations, waves, and turbu- lence (Courier Corporation, 2003)
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QIML uses a quantum-trained Q-Prior to enhance classical autoregressive predictions of spatiotemporal chaos, improving accuracy by up to 17.25% and full-spectrum fidelity by up to 29.36% while enabling stable forecasts for 3D turbulent channel flow.
The KaiABC circuit oscillates only in a narrow concentration range; minimizing free-energy cost for a given precision produces a ~21-hour period that entrains to 24 hours when external forcing exceeds ~10% of the metabolic rate.
citing papers explorer
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Energetics of stochastic limit-cycle oscillators: when does coupling reduce dissipation?
Cartesian coupling between stochastic circular limit-cycle oscillators reduces steady-state entropy production rate compared with the uncoupled system, independent of effective temperature and population size, while radial and phase couplings produce more variable effects.
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Quantum-Informed Machine Learning for Predicting Spatiotemporal Chaos with Practical Quantum Advantage
QIML uses a quantum-trained Q-Prior to enhance classical autoregressive predictions of spatiotemporal chaos, improving accuracy by up to 17.25% and full-spectrum fidelity by up to 29.36% while enabling stable forecasts for 3D turbulent channel flow.
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Physical Constraints on the Rhythmicity of the Biological Clock
The KaiABC circuit oscillates only in a narrow concentration range; minimizing free-energy cost for a given precision produces a ~21-hour period that entrains to 24 hours when external forcing exceeds ~10% of the metabolic rate.