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A Simulation Model for Intra-Urban Movements

机译:城市内部运动的仿真模型

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摘要

Human mobility patterns (HMP) have become of interest to a variety of disciplines. The increasing availability of empirical data enables researchers to analyze patterns of people’s movements. Recent work suggested that HMP follow a Levy-flight distribution and present regularity. Here, we present an innovative agent-based model that simulates HMP for various purposes. It is based on the combination of regular movements with spatial considerations, represented by an expanded gravitation model. The agents in this model have different attributes that affect their choice of destination and the duration they stay in each location. Thus, their movement mimics real-life situations. This is a stochastic, bottom-up model, yet it yields HMP that qualitatively fit HMP empirical data in terms of individuals, as well as the entire population. Our results also correspond to real-life phenomena in terms of urban spatial dynamics, that is, the emergence of popular locations in the city due to bottom-up behavior of people. Our model is novel in being based on the assumption that HMP are space-dependent as well as follow high regularity. To our knowledge, we are the first to succeed in simulating HMP not only at the inter-city scale but also at the intra-urban one.
机译:人员流动模式(HMP)已成为各种学科的兴趣所在。经验数据的可用性不断提高,使研究人员能够分析人们的运动方式。最近的工作表明HMP遵循Levy-flight分布并具有规律性。在这里,我们提出了一种创新的基于代理的模型,该模型可以针对各种目的模拟HMP。它基于常规运动与空间考虑因素的结合,以扩展的重力模型表示。此模型中的代理具有不同的属性,这些属性会影响他们对目的地的选择以及它们在每个位置的停留时间。因此,它们的运动模仿了现实生活中的情况。这是一个随机的,自下而上的模型,但是它产生的HMP从个体和整个人口的角度来看都定性地符合HMP经验数据。我们的结果还与城市空间动态方面的现实现象相对应,也就是说,由于人们自下而上的行为,城市中受欢迎的地点的出现。我们的模型基于HMP依赖于空间并且遵循高规律性这一假设而新颖。据我们所知,我们是第一个成功模拟HMP的企业,不仅在城市间规模上,而且还在城市内范围内。

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