Scale Dependence of Distributions of Hotspots

IF 1.3 3区 物理与天体物理 Q3 PHYSICS, MATHEMATICAL Journal of Statistical Physics Pub Date : 2024-05-07 DOI:10.1007/s10955-024-03272-1
Michael Wilkinson, Boris Veytsman
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Abstract

We consider a random field \(\phi ({\textbf{r}})\) in d dimensions which is largely concentrated around small ‘hotspots’, with ‘weights’, \(w_i\). These weights may have a very broad distribution, such that their mean does not exist, or is dominated by unusually large values, thus not being a useful estimate. In such cases, the median \({\overline{W}}\) of the total weight W in a region of size R is an informative characterisation of the weights. We define the function F by \(\ln {\overline{W}}=F(\ln R)\). If \(F'(x)>d\), the distribution of hotspots is dominated by the largest weights. In the case where \(F'(x)-d\) approaches a constant positive value when \(R\rightarrow \infty \), the hotspots distribution has a type of scale-invariance which is different from that of fractal sets, and which we term ultradimensional. The form of the function F(x) is determined for a model of diffusion in a random potential.

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热点分布的规模依赖性
我们考虑一个 d 维的随机场 \(\phi ({\textbf{r}})\),它主要集中在小的 "热点 "周围,具有 "权重",\(w_i\)。这些权重可能具有非常广泛的分布,以至于它们的平均值不存在,或者被异常大的值所支配,因此不是一个有用的估计值。在这种情况下,大小为 R 的区域中总权重 W 的中值({\overline{W}}/)是权重的一个信息特征。我们用 \(\ln {\overline{W}}=F(\ln R)\) 来定义函数 F。如果 \(F'(x)>d\),热点的分布就会被最大的权重所支配。当\(F'(x)-d\)接近一个恒定的正值时,热点分布具有一种不同于分形集的标度不变量,我们称之为超维度。函数 F(x) 的形式是针对随机势中的扩散模型确定的。
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来源期刊
Journal of Statistical Physics
Journal of Statistical Physics 物理-物理:数学物理
CiteScore
3.10
自引率
12.50%
发文量
152
审稿时长
3-6 weeks
期刊介绍: The Journal of Statistical Physics publishes original and invited review papers in all areas of statistical physics as well as in related fields concerned with collective phenomena in physical systems.
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