一种基于交互的动态热点分析移动模型

F. Morlot, S. Elayoubi, F. Baccelli
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引用次数: 17

摘要

本文分析了城市大型人群聚集时移动网络中出现的用户聚集和热点现象。我们的分析是基于对几个大城市GSM用户移动轨迹的观察。经典的迁移模型,如随机路径点,不允许人们以适当的方式表示观察到的团块动力学。这促使我们引入并分析了一种新的基于相互作用的移动模型,这是本文的主要贡献。这个模型被证明允许人们描述团块的动力学,特别是预测关键现象,如热点的建立和热点之间的散射,这在无线网络工程中起着关键作用。我们展示了如何从简单的通信活动测量中获得该模型的主要参数,并通过实际案例说明了该校准过程。
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An Interaction-Based Mobility Model for Dynamic Hot Spot Analysis
In this paper, we analyze phenomena related to user clumps and hot spots occuring in mobile networks at the occasion of large urban mass gatherings. Our analysis is based on observations made on mobility traces of GSM users in several large cities. Classical mobility models, such as the random waypoint, do not allow one to represent the observed dynamics of clumps in a proper manner. This motivates the introduction and the mathematical analysis of a new interaction-based mobility model, which is the main contribution of the present paper. This model is shown to allow one to describe the dynamics of clumps and in particular to predict key phenomena such as the building of hot spots and the scattering between hot spots, which play a key role in the engineering of wireless networks. We show how to obtain the main parameters of this model from simple communication activity measurements and we illustrate this calibration process on real cases.
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