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Scaling and universality for percolation in random networks: a unified view 随机网络中渗流的扩展性和普遍性:统一观点
Pub Date : 2024-08-09 DOI: arxiv-2408.05125
Lorenzo Cirigliano, Gábor Timár, Claudio Castellano
Percolation processes on random networks have been the subject of intenseresearch activity over the last decades: the overall phenomenology of standardpercolation on uncorrelated and unclustered topologies is well known. Stillsome critical properties of the transition, in particular for heterogeneoussubstrates, have not been fully elucidated and contradictory results appear inthe literature. In this paper we present, by means of a generating functionsapproach, a thorough and complete investigation of percolation criticalproperties in random networks. We determine all critical exponents, theassociated critical amplitude ratios and the form of the cluster sizedistribution for networks of any level of heterogeneity. We uncover, inparticular for highly heterogeneous networks, subtle crossover phenomena,nontrivial scaling forms and violations of hyperscaling. In this way we clarifythe origin of inconsistencies in the previous literature.
在过去几十年里,随机网络上的渗流过程一直是激烈研究的主题:在无相关和无聚类拓扑结构上的标准渗流的整体现象是众所周知的。但是,过渡的一些关键特性,特别是对于异质基底,尚未完全阐明,文献中也出现了相互矛盾的结果。在本文中,我们通过生成函数方法,对随机网络中的渗滤临界性质进行了全面而完整的研究。我们确定了任何异质性网络的所有临界指数、相关临界振幅比和簇大小分布形式。特别是对于高度异构网络,我们发现了微妙的交叉现象、非对称的缩放形式和违反超缩放的现象。通过这种方式,我们澄清了以往文献中不一致之处的根源。
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引用次数: 0
Dynamical patterns in active-passive particle mixtures with non-reciprocal interactions: Exact hydrodynamic analysis 具有非互惠相互作用的主动-被动粒子混合物的动力学模式:精确流体力学分析
Pub Date : 2024-08-07 DOI: arxiv-2408.03932
James Mason, Robert L. Jack, Maria Bruna
The formation of dynamical patterns is one of the most striking features ofnon-equilibrium physical systems. Recent work has shown that such patternsarise generically from forces that violate Newton's third law, known asnon-reciprocal interactions. These non-equilibrium phenomena are challengingfor modern theories. Here, we introduce a model mixture of active(self-propelled) and passive (diffusive) particles with non-reciprocaleffective interactions, which is amenable to exact mathematical analysis. Weexploit state-of-the-art methods to derive exact hydrodynamic equations for theparticle densities. We study the resulting collective behavior, including thelinear stability of homogeneous states and phase coexistence in large systems.This reveals a novel phase diagram with the spinodal associated with activephase separation protruding through the associated binodal, heralding theemergence of dynamical steady states. We analyze these states in thethermodynamic limit of large system size, showing, for example, that sharpinterfaces may travel at finite velocities, but traveling phase-separatedstates are forbidden. The model's mathematical tractability enables precise newconclusions beyond those available by numerical simulation of particle modelsor field theories.
动力学模式的形成是非平衡物理系统最显著的特征之一。最近的研究表明,这种模式一般产生于违反牛顿第三定律的力,即所谓的非互惠相互作用。这些非平衡现象对现代理论提出了挑战。在这里,我们介绍了一种具有非互斥效应相互作用的主动(自推进)和被动(扩散)粒子的混合模型,它可以进行精确的数学分析。我们利用最先进的方法推导出粒子密度的精确流体力学方程。我们研究了由此产生的集体行为,包括均相态的线性稳定性和大系统中的相共存。这揭示了一种新颖的相图,其中与活动相分离相关的自旋二项式突出于相关的二项式,预示着动态稳定态的出现。我们分析了大系统规模热力学极限下的这些状态,举例说明尖锐界面可以以有限速度移动,但禁止移动相分离状态。该模型在数学上的可操作性使得它能够得出精确的新结论,而这些结论是粒子模型或场理论的数值模拟所无法获得的。
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引用次数: 0
Generalized autocorrelation function in the family of deterministic and stochastic anomalous diffusion processes 确定性和随机反常扩散过程族中的广义自相关函数
Pub Date : 2024-08-06 DOI: arxiv-2408.02989
Muhammad Tayyab
We investigate the observables of the one-dimensional model for anomaloustransport in semiconductor devices where diffusion arises from scattering atdislocations at fixed random positions, known as L'evy-Lorentz gas. Due tocomplex stochasticity in the system, direct investigations of such non-trivialdynamics are not possible; therefore, to gain insight into the microscopicproperties, we use deterministic dynamics known as the Slicer Map andFly-and-Die dynamics. We analytically derive the generalized positionauto-correlation function of these dynamics and study the special case, the3-point position correlation function. For this, we derive singleparameter-dependent scaling and compare it with the numerically estimated3-point position auto-correlation of the L'evy-Lorentz gas, for which theanalytical expression is still an open question. Here we obtained a remarkableagreement between them, irrespective of any functional relationship with time.Moreover, we demonstrate that the position moments and the positionauto-correlations of these systems scale in the same fashion, provided thetimes are large enough and far enough apart. Other observables, such asvelocity moments and correlations, are reported to distinguish the systems.
我们研究了半导体器件中反常声传输的一维模型的观测值,在该模型中,扩散来自于固定随机位置的散射,即 L'evy-Lorentz 气体。由于系统中存在复杂的随机性,对这种非三维动力学的直接研究是不可能的;因此,为了深入了解微观特性,我们使用了确定性动力学,即所谓的切片图和飞碟动力学。我们分析推导出了这些动力学的广义位置自相关函数,并研究了特殊情况--3 点位置相关函数。为此,我们推导出了依赖于单参数的缩放,并将其与数值估计的 L'evy-Lorentz 气体的 3 点位置自相关函数进行了比较。此外,我们还证明,只要时间足够大、相距足够远,这些系统的位置矩和位置自相关就会以相同的方式缩放。我们还报告了其他观测指标,如速度矩和相关性,以区分这些系统。
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引用次数: 0
Heat production in a stochastic system with nonlinear time-delayed feedback 具有非线性延时反馈的随机系统中的热量产生
Pub Date : 2024-08-06 DOI: arxiv-2408.03316
Robin A. Kopp, Sabine H. L. Klapp
Using the framework of stochastic thermodynamics we study heat productionrelated to the stochastic motion of a particle driven by repulsive, nonlinear,time-delayed feedback. Recently it has been shown that this type of feedbackcan lead to persistent motion above a threshold in parameter space [PhysicalReview E 107, 024611 (2023)]. Here we investigate, numerically and byanalytical methods, the rate of heat production in the different regimes aroundthe threshold to persistent motion. We find a nonzero average heat productionrate, $langle dot{q}rangle$, already below the threshold, indicating thenonequilibrium character of the system even at small feedback. In this regime,we compare to analytical results for a corresponding linearized delayed systemand a small-delay approximation which provides a reasonable description of$langle dot{q}rangle$ at small repulsion (or delay time). Beyond thethreshold, the rate of heat production is much larger and shows a maximum asfunction of the delay time. In this regime, $langle dot{q}rangle$ can beapproximated by that of a system subject to a constant force stemming from thelong-time velocity in the deterministic limit. The distribution of dissipatedheat, however, is non-Gaussian, contrary to the constant-force case.
利用随机热力学框架,我们研究了与粒子在排斥性、非线性、延时反馈驱动下的随机运动有关的热量产生。最近的研究表明,这种类型的反馈会导致超过参数空间阈值的持续运动[PhysicalReview E 107, 024611 (2023)]。在此,我们通过数值和分析方法研究了持续运动阈值附近不同状态下的产热速率。我们发现在阈值以下就有一个非零的平均产热率($langle dot{q}rangle$),这表明即使在小反馈时系统也是平衡的。在这种情况下,我们比较了相应线性化延迟系统的分析结果和小延迟近似值,后者对小排斥力(或延迟时间)下的$langle dot{q}rangle$ 提供了合理的描述。超过阈值后,产热速率会更大,并显示出与延迟时间函数相关的最大值。在这种情况下,$langle dot{q}rangle$可以近似于一个系统在确定性极限下受到的源于长时速度的恒定力。然而,耗散热的分布是非高斯分布,这与恒力情况相反。
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引用次数: 0
Templating Aggregation 模板聚合
Pub Date : 2024-08-06 DOI: arxiv-2408.02910
P. L. Krapivsky, S. Redner
We introduce an aggregation process based on emph{templating}, where aspecified number of constituent clusters must assemble on a larger aggregate,which serves as a scaffold, for a reaction to occur. A simple example is adimer scaffold, upon which two monomers meet and create another dimer, whiledimers and larger aggregates undergo in irreversible aggregation withmass-independent rates. In the mean-field approximation, templating aggregationhas unusual kinetics in which the cluster and monomer densities, $c(t)$ and$m(t)$ respectively, decay with time as $csim m^2sim t^{-2/3}$. These starklycontrast to the corresponding behaviors in conventional aggregation, $csimsqrt{m}sim t^{-1}$. We then treat three natural extensions of templating: (a)the reaction in which $L$ monomers meet and react on an $L$-mer scaffold tocreate two $L$-mers, (b) multistage scaffold reactions, and (c) templatedligation, in which clusters of all masses serve as scaffolds and binaryaggregation is absent.
我们介绍了一种基于 "emph{templating}"的聚集过程,在这个过程中,一定数量的组成团簇必须聚集在一个更大的聚集体上,作为一个支架,才能发生反应。一个简单的例子是二聚体支架,两个单体在支架上相遇并生成另一个二聚体,而二聚体和更大的聚集体则以与质量无关的速率发生不可逆的聚集。在均场近似中,模板聚集具有不寻常的动力学特性,其中团簇和单体密度(分别为 $c(t)$ 和 $m(t)$)随时间衰减为 $c(sim m^2sim t^{-2/3}$。这与传统聚合中的相应行为($c(sim)/sqrt{m}/sim t^{-1}$)形成了鲜明对比。然后,我们讨论了模板化的三个自然扩展:(a)$L$单体相遇并在$L$聚合支架上反应生成两个$L$聚合体的反应;(b)多级支架反应;以及(c)模板化连接,其中所有质量的团块都作为支架,不存在二元聚合。
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引用次数: 0
Spin glass model of in-context learning 情境学习的旋转玻璃模型
Pub Date : 2024-08-05 DOI: arxiv-2408.02288
Yuhao Li, Ruoran Bai, Haiping Huang
Large language models show a surprising in-context learning ability -- beingable to use a prompt to form a prediction for a query, yet without additionaltraining, in stark contrast to old-fashioned supervised learning. Providing amechanistic interpretation and linking the empirical phenomenon to physics arethus challenging and remain unsolved. We study a simple yet expressivetransformer with linear attention, and map this structure to a spin glass modelwith real-valued spins, where the couplings and fields explain the intrinsicdisorder in data. The spin glass model explains how the weight parametersinteract with each other during pre-training, and most importantly why anunseen function can be predicted by providing only a prompt yet withouttraining. Our theory reveals that for single instance learning, increasing thetask diversity leads to the emergence of the in-context learning, by allowingthe Boltzmann distribution to converge to a unique correct solution of weightparameters. Therefore the pre-trained transformer displays a prediction powerin a novel prompt setting. The proposed spin glass model thus establishes afoundation to understand the empirical success of large language models.
大型语言模型显示出令人惊讶的上下文学习能力--能够使用提示来形成对查询的预测,但不需要额外的训练,这与老式的监督学习形成了鲜明对比。因此,提供一种机制解释并将这一经验现象与物理学联系起来具有挑战性,而且仍未得到解决。我们研究了具有线性注意力的简单而富有表现力的变换器,并将这种结构映射到具有实值自旋的自旋玻璃模型中,其中的耦合和场解释了数据中的内在无序性。自旋玻璃模型解释了在预训练过程中权重参数是如何相互影响的,最重要的是,它解释了为什么只需提供提示而无需训练就能预测未知函数。我们的理论揭示了在单实例学习中,任务多样性的增加会使波尔兹曼分布收敛到权重参数的唯一正确解,从而导致情境学习的出现。因此,预训练的变压器在新的提示设置中显示出了预测能力。因此,所提出的自旋玻璃模型为理解大型语言模型的成功经验奠定了基础。
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引用次数: 0
Thermodynamic hierarchical equations of motion and their application to Carnot engine 热力学分层运动方程及其在卡诺发动机中的应用
Pub Date : 2024-08-05 DOI: arxiv-2408.02249
Shoki Koyanagi, Yoshitaka Tanimura
We developed a computer code for the thermodynamic hierarchical equations ofmotion (T-HEOM) derived from a spin subsystem coupled to multiple Drude bathsat different temperatures, which are connected to or disconnected from thesubsystem as a function of time. The code can simulate the reduced dynamics ofthe subsystem under isothermal, isentropic, thermostatic, and entropicconditions. The thermodynamic extensive and intensive variables were calculatedas physical observables, and the Gibbs and Helmholtz energies were evaluated asintensive and extensive work. The contribution of energies from the system-bathinteraction was evaluated separately from the subsystem using the hierarchicalelements of T-HEOM. The accuracy of the calculated results for the equilibriumdistribution and two-body correlation functions of the subsystem was verifiedby comparison with the results obtained from the time-convolution-less Redfieldequation. Non-Markovian effects in thermostatic processes were investigated bysequentially turning on and off the baths of different temperatures withdifferent switching times and system-bath coupling. As a demonstration, acomparison was made by simulating the case where the temperature of one bathwas varied over time and the case where similar temperature changes wereachieved by turning on and off the baths at different temperatures. Inaddition, the Carnot engine was simulated under quasi-static conditions. Toanalyze the work done for the subsystem in the cycle, thermodynamic workdiagrams were plotted as functions of intensive and extensive variables. TheC++ source codes are provided as supplementary material.
我们开发了一种热力学分层运动方程(T-HEOM)的计算机代码,该热力学分层运动方程是由一个自旋子系统与多个不同温度的德鲁德水浴耦合而得出的。该代码可以模拟子系统在等温、等熵、恒温和内熵条件下的还原动力学。热力学广义变量和集约变量作为物理观测变量进行计算,吉布斯能量和亥姆霍兹能量作为集约功和广义功进行评估。利用 T-HEOM 的分层元素,将系统与浴相互作用的能量贡献与子系统分开评估。子系统的平衡分布和双体相关函数的计算结果的准确性通过与无时间卷积雷德菲尔德方程的结果进行比较得到了验证。通过不同的开关时间和系统-水浴耦合,连续开启和关闭不同温度的水浴,研究了恒温过程中的非马尔可夫效应。作为演示,模拟了一个浴槽的温度随时间变化的情况和通过开启和关闭不同温度的浴槽实现类似温度变化的情况。此外,还在准静态条件下模拟了卡诺发动机。为了分析循环中子系统所做的功,绘制了热力学功图,作为密集变量和广泛变量的函数。C++ 源代码作为补充材料提供。
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引用次数: 0
What will be the Euclidean dimension of an Ising ferromagnetic cubic shell? 伊辛铁磁立方壳的欧几里得维度是多少?
Pub Date : 2024-08-03 DOI: arxiv-2408.01804
Ishita Tikader, Muktish Acharyya
The equilibrium and nonequilibrium properties of an Ising ferromagnetic cubicshell have been extensively studied by Monte Carlo simulation using Metropolissingle spin flip algorithm. Although geometrically the Euclidean dimension ofthe cubical shell is three, interestingly, the Ising ferromagnetic cubic shellundergoes ferromagnetic phase transition at a temperature which is very closeto that for two-dimensional Ising ferromagnet. Surprisingly, the Isingferromagnetic cubic shell shows a strange (neither exponential nor stretchedexponential) kind of relaxation behaviour, instead of exponential relaxation asusually observed in the two dimensional Ising ferromagnet. The metastablelifetime of a ferromagnetic Ising cubical shell is studied as a function of theapplied magnetic field. Here also, the cubic shell behaves more likely atwo-dimensional object as found from statistical analysis and comparison withBecker-D"oring prediction of classical nucleation theory.
通过使用 Metropolissingle 自旋翻转算法进行蒙特卡罗模拟,对伊辛铁磁立方壳的平衡和非平衡特性进行了广泛研究。虽然立方壳的几何尺寸是三维,但有趣的是,伊辛铁磁立方壳在非常接近二维伊辛铁磁体的温度下发生了铁磁相变。令人惊讶的是,伊辛铁磁立方壳显示出一种奇怪的(既非指数弛豫也非拉伸指数弛豫)弛豫行为,而不是通常在二维伊辛铁磁中观察到的指数弛豫。我们研究了铁磁性伊辛立方壳的可陨落寿命与外加磁场的函数关系。通过统计分析以及与经典成核理论的贝克尔-D(或)预测进行比较,发现立方壳在这里也更像是二维物体。
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引用次数: 0
The magnon mediated plasmon friction: a functional integral approach 磁子介导的等离子体摩擦:函数积分法
Pub Date : 2024-08-02 DOI: arxiv-2408.01405
Yang Wang, Ruanjing Zhang, Feiyi Liu
In this paper, we discuss quantum friction in a system formed by two metallicsurfaces separated by a ferromagnetic intermedium of a certain thickness. Theinternal degrees of freedom in the two metallic surfaces are assumed to beplasmons, while the excitations in the intermediate material are magnons,modeling plasmons coupled to magnons. During relative sliding, one surfacemoves uniformly parallel to the other, causing friction in the system. Bycalculating the effective action of the magnons, we can determine the particleproduction probability, which shows a positive correlation between theprobability and the sliding speed. Finally, we derive the frictional force ofthe system, with both theoretical and numerical results indicating that thefriction, like the particle production probability, also has a positivecorrelation with the speed.
本文讨论了由一定厚度的铁磁性中间材料隔开的两个金属表面形成的系统中的量子摩擦。假定两个金属表面的内部自由度为质子,而中间物质的激发为磁子,并对耦合到磁子的质子进行建模。在相对滑动过程中,一个表面平行于另一个表面均匀移动,从而在系统中产生摩擦。通过计算磁子的有效作用,我们可以确定粒子产生的概率,该概率与滑动速度呈正相关。最后,我们得出了系统的摩擦力,理论和数值结果都表明,摩擦力与粒子产生概率一样,也与速度呈正相关。
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引用次数: 0
Real Space Renormalization Group for One-Dimensional Ising Chains 一维伊辛链的实空间重正化群
Pub Date : 2024-08-02 DOI: arxiv-2408.01021
Shraddha singh, Vijay Singh
We apply the real space Renormalisation Group (RNG) technique to a variety ofone-dimensional Ising chains. We begin by recapitulating the work of Nauenbergfor an ordered Ising chain, namely the decimation approach. We extend this workto certain non-trivial situation namely, the Alternate Ising Chain andFibonacci Ising chain. Our approach is pedagogical and accessible toundergraduate students who have had a first course in statistical mechanics.
我们把实空间重正化群(RNG)技术应用于各种一维伊辛链。我们首先回顾了瑙恩伯格针对有序伊辛链所做的工作,即十进制方法。我们将这一工作扩展到某些非难情况,即交替伊兴链和斐波那契伊兴链。我们的方法是教学性的,对于已经学过统计力学第一课的研究生来说是容易接受的。
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引用次数: 0
期刊
arXiv - PHYS - Statistical Mechanics
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