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Acceleration of convergence to equilibrium in Markov chains by breaking detailed balance

机译:通过破坏加速马尔可夫链中的收敛到均衡   详细的平衡

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摘要

We analyse and interpret the effects of breaking detailed balance on theconvergence to equilibrium of conservative interacting particle systems andtheir hydrodynamic scaling limits. For finite systems of interacting particles,we review existing results showing that irreversible processes converge fasterto their steady state than reversible ones. We show how this behaviour appearsin the hydrodynamic limit of such processes, as described by macroscopicfluctuation theory, and we provide a quantitative expression for theacceleration of convergence in this setting. We give a geometricalinterpretation of this acceleration, in terms of currents that are\emph{antisymmetric} under time-reversal and orthogonal to the free energygradient, which act to drive the system away from states where (reversible)gradient-descent dynamics result in slow convergence to equilibrium.
机译:我们分析并解释了打破详细平衡对保守相互作用粒子系统收敛至平衡及其流体动力学尺度极限的影响。对于相互作用粒子的有限系统,我们回顾了现有结果,结果表明不可逆过程收敛到稳态的速度比可逆过程快。如宏观波动理论所述,我们展示了这种行为如何出现在此类过程的水动力极限中,并为这种情况下的收敛加速提供了定量表达。我们对这种加速度进行几何解释,即在时间反转下与自由能梯度正交的\ emph {反对称}电流,其作用是驱使系统远离(可逆的)梯度下降动力学导致缓慢的状态趋于平衡。

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