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Scientific Repor 个人迁移模式多样性与群体聚集标度律涌现

已有 5680 次阅读 2013-9-23 10:14 |个人分类:统计物理复杂系统研究进展|系统分类:论文交流| Scientific, Report, 个人迁移模式多样性, 群体聚集标度律

 

个人迁移模式的多样性与

群体聚集标度律之涌现

阎小勇,韩筱璞,汪秉宏,周涛

 揭示人类移动模式对于疫情蔓延、都市交通,和其余表现为空间性与人类旅行的社会经济动力学之理解至关重要。根据直接的志愿者旅行日志,我们阐明:个人层面上的位移分布并无标度性质,而群体聚集之位移分布遵从幂函数规律并有指数截断。如果给定总旅行成本的限制,则可以通过基于最大熵原理的人类旅行之混合性质解析预测这种聚集的标度律。这一理论的一个直接的推论是,一个单模运输的位移分布应当遵循指数规律,这也得到已知数据的支持证据。所以我们得到结论:旅行成本形成群体聚集层次上的位移分布。

 

Scientific Report Vol.3 No. 02678 (2013)

 Xiao-Yong Yan,  Xiao-Pu Han,  Bing-Hong Wang&  Tao Zhou

 

Diversity of individual mobility patterns and

emergence of aggregated scaling laws

 

Uncovering human mobility patterns is of fundamental importance to the understanding of

epidemic spreading, urban transportation and other socioeconomic dynamics embodying

spatiality and human travel. According to the direct travel diaries of volunteers, we show

the absence of scaling properties in the displacement distribution at the individual level,

while the aggregated displacement distribution follows a power law with an exponential

cutoff. Given the constraint on total travelling cost, this aggregated scaling law can be

analytically predicted by the mixture nature of human travel under the principle of maximum

entropy. A direct corollary of such theory is that the displacement distribution of a single

mode of transportation should follow an exponential law, which also gets supportive

evidences in known data. We thus conclude that the travelling cost shapes the displacement

distribution at the aggregated level.

 

 

Scientic Report 论文下载:

srep02678.pdf

 

 

 Scientic Report 论文support附件下载:

srep02678-s1.pdf

 

 

期刊链接

 http://www.nature.com/srep/2013/130918/srep02678/full/srep02678.html

 

中文介绍链接:

http://blog.sciencenet.cn/home.php?mod=space&uid=3075&do=blog&quickforward=1& id=726786  

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