平滑截断征费行走:走向现实的移动模型

Lijuan Cao, M. Grabchak
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引用次数: 13

摘要

移动性模型对于多跳无线网络协议的仿真和评估至关重要。然而,大多数常用的移动模型并不能反映人类实际移动的方式。这极大地影响了仿真结果的可靠性。在本文中,我们引入了一个新的移动模型,称为平滑截断利维步行(STLW),它比文献中出现的大多数标准模型更现实。其主要创新点如下:首先,考虑到运动方向上的依赖关系,它对方向上的变化进行建模,而不是直接对方向建模而忽略这些依赖关系的标准方法。其次,它使用真实的暂停时间、飞行长度和方向变化模型。特别是,它使用缓和稳定分布来模拟暂停时间和飞行长度,使用beta分布来模拟方向变化。我们从理论和经验的角度证明了这些分布的使用。特别是,我们对来自不同场景的几个真实跟踪执行基于跟踪的验证。验证结果表明,该模型非常灵活,可用于模拟各种情况下的人体运动。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Smoothly truncated levy walks: Toward a realistic mobility model
Mobility models are crucial for the simulation and evaluation of protocols for multihop wireless networks. However, most commonly used mobility models do not reflect the way humans actually move. This significantly affects the reliability of simulation results. In this paper we introduce a new mobility model called the Smoothly Truncated Levy Walk (STLW), which is more realistic than most standard models that appear in the literature. Its main innovations are as follows. First, to take into account dependencies in the direction of motion, it models changes in the direction instead of the standard approach, which directly models the direction and ignores these dependencies. Second, it uses realistic models for pause times, flight lengths, and changes in direction. In particular, it uses tempered stable distributions to model pause times and flight lengths and the beta distribution to model changes in direction. We justify the use of these distributions from both a theoretical and an empirical perspective. In particular, we perform a trace-based validation on several real-world traces from various scenarios. Validation results show that this model is very flexible and can be used to model human movements in a variety of situations.
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