Unified approach to reset processes and application to coupling between process and reset.

IF 2.2 3区 物理与天体物理 Q2 PHYSICS, FLUIDS & PLASMAS Physical Review E Pub Date : 2024-10-01 DOI:10.1103/PhysRevE.110.044138
G John Lapeyre, Tomás Aquino, Marco Dentz
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Abstract

Processes under reset, where realizations are interrupted according to some stochastic rule and restarted from the initial state, find broad application in modeling physical, chemical, and biological phenomena and in designing search strategies. While a wealth of theoretical results has been recently obtained, current derivations tend to focus on specific processes, obscuring the general principles and preventing broad applicability. We present a unified approach to those observables of stochastic processes under reset that take the form of averages of functionals depending on the most recent renewal period. We derive general solutions, and determine the conditions for existence and equality of stationary values with and without reset. For intermittent (i.e., broadly distributed) reset times, we derive exact asymptotic expressions for observables that vary asymptotically as a power of time. We illustrate the general approach with results for occupation densities and moments of subdiffusive processes. We focus on subdiffusion-decay processes with microscopic dependence between transport and decay, where the probability of a random walker to be removed and subsequently restarted depends on the local transit times. In contrast to the uncoupled case, restarting the particle upon decay does not produce a probability current associated with restart equal to the decay rate, but instead drastically alters the time dependence of the decay rate and the resulting current due to memory effects associated with ageing. Our framework shows that such effects are independent of the specific microscopic details, uncovering the general impact of restart on occupation densities, spatial moments, and other quantities.

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重置流程的统一方法以及流程与重置之间耦合的应用。
重置下的过程,即根据某种随机规则中断实现并从初始状态重新开始的过程,在物理、化学和生物现象建模以及搜索策略设计中有着广泛的应用。虽然最近取得了大量理论成果,但目前的推导往往侧重于特定过程,掩盖了一般原理,无法广泛应用。我们提出了一种统一的方法来处理重置下的随机过程的观测值,这些观测值的形式是取决于最近更新周期的函数平均值。我们推导了一般解,并确定了重置和不重置时静态值存在和相等的条件。对于间歇性(即广泛分布的)重置时间,我们推导出了观测值的精确渐近表达式,这些观测值以时间的幂次渐近变化。我们用亚扩散过程的占据密度和矩的结果来说明一般方法。我们将重点放在亚扩散-衰变过程上,该过程具有传输和衰变之间的微观依赖性,其中随机行者被移除并随后重新启动的概率取决于局部传输时间。与非耦合情况不同的是,衰变后重新启动粒子不会产生与重新启动相关的与衰变率相等的概率电流,相反,由于与老化相关的记忆效应,衰变率和由此产生的电流的时间依赖性会发生巨大变化。我们的框架表明,这种效应与具体的微观细节无关,揭示了重启对占据密度、空间矩和其他量的一般影响。
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来源期刊
Physical Review E
Physical Review E PHYSICS, FLUIDS & PLASMASPHYSICS, MATHEMAT-PHYSICS, MATHEMATICAL
CiteScore
4.50
自引率
16.70%
发文量
2110
期刊介绍: Physical Review E (PRE), broad and interdisciplinary in scope, focuses on collective phenomena of many-body systems, with statistical physics and nonlinear dynamics as the central themes of the journal. Physical Review E publishes recent developments in biological and soft matter physics including granular materials, colloids, complex fluids, liquid crystals, and polymers. The journal covers fluid dynamics and plasma physics and includes sections on computational and interdisciplinary physics, for example, complex networks.
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