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人类流动的规模
Laura Alessandretti1,2, Ulf Aslak1,2, Sune Lehmann3,4
1DTU Compute, Technical University of Denmark, Kongens Lyngby, Denmark.
Nature
|November 19, 2020
概括
人类的移动模式并非无尺度. 这项研究揭示了有意义的空间尺度,
科学领域:
- 复杂的系统
- 人类的流动性
- 空间分析
背景情况:
- 目前对人类移动模式的理解存在悖论:对大数据集的分析表明无尺度的移动,但地理尺度对于理解人类行为至关重要.
- 规模的概念是描述不同地理层面 (例如,社区,城市,国家) 的社会经济,政治和文化动态的基础.
研究的目的:
- 解决无尺度人类流动性发现与地理尺度的重要性之间的明显矛盾.
- 为了证明人类的移动性表现出有意义的空间尺度,由"容器"定义,限制移动.
主要方法:
- 开发了一个模型来推断地理容器 (例如,社区,城市) 和它们的尺寸从个别运动轨迹.
- 分析了超过70万个人的轨迹数据以确定特征容器大小.
- 验证了模型能够生成现实的人类移动轨迹.
主要成果:
- 人类的日常流动并非无尺度; 它是由地理容器所代表的有意义的空间尺度构成的.
- 这些容器,如社区和城市,具有典型的尺寸,标志着个人的移动模式.
- 在这些容器中聚合移动的过程中出现了无尺度的移动模式.
结论:
- 人类的移动性受到层次空间容器的限制,解决了无尺度悖论.
- 开发的模型准确地识别这些集装箱,并生成现实的移动模式.
- 这一框架提供了不同的人口和地理背景 (例如国家,性别,城乡) 的流动行为变化的见解.
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