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arXiv 1104.3199physics.soc-ph
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Zipf定律与分级标度律的数学关系

The Mathematical Relationship between Zipf's Law and the Hierarchical Scaling Law

Yanguang Chen

摘要:

城市规模分布的实证研究表明,齐普夫定律和等级标度定律在许多方面是联系在一起的。等级规模缩放和等级缩放似乎是同一枚硬币的两个不同面,但它们之间的关系从未被严格的数学证明所揭示。本文将城市的Zipf分布抽象为一个q序列。在此基础上,定义了一个由多个层次组成的自相似层次结构,不同层次上的城市数量形成一个几何序列。城市的平均规模的指数分布是由层次结构推导出来的。因此,我们有两个指数函数,从下面的分层尺度方程。其结果可以用简单的数学实验和城市观测数据进行统计验证。为Zipf定律向等级标度定律的转换奠定了理论基础,等级标度定律比Zipf定律更能反映城市发展的信息。此外,自相似层次结构为城市网络作为复杂系统的研究提供了一个新的视角。应用于城市的一系列数学规则,如异速生长定律、2^n原理和帕累托定律,可以通过等级组织相互联系。

英文摘要:

The empirical studies of city-size distribution show that Zipf's law and the hierarchical scaling law are linked in many ways. The rank-size scaling and hierarchical scaling seem to be two different sides of the same coin, but their relationship has never been revealed by strict mathematical proof. In this paper, the Zipf's distribution of cities is abstracted as a q-sequence. Based on this sequence, a self-similar hierarchy consisting of many levels is defined and the numbers of cities in different levels form a geometric sequence. An exponential distribution of the average size of cities is derived from the hierarchy. Thus we have two exponential functions, from which follows a hierarchical scaling equation. The results can be statistically verified by simple mathematical experiments and observational data of cities. A theoretical foundation is then laid for the conversion from Zipf's law to the hierarchical scaling law, and the latter can show more information about city development than the former. Moreover, the self-similar hierarchy provides a new perspective for studying networks of cities as complex systems. A series of mathematical rules applied to cities such as the allometric growth law, the 2^n principle and Pareto's law can be associated with one another by the hierarchical organization.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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