An integrated mobility and traffic model for resource allocation in wireless networks

Hisashi Kobayashi, Shunzheng Yu, B. L. Mark
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引用次数: 29

Abstract

In a wireless communications network, the movement of mobile users presents significant technical challenges to providing efficient access to the wired broadband network. In this paper, we construct a new analytical/numerical model that characterizes mobile user behavior and the resultant traffic patterns. The model is based on a semi-Markov process representation of mobile user behavior in a general state-space. Using a new algorithm for parameter estimation of a general Hidden Semi-Markov Model (HSMM), we develop an efficient procedure for dynamically tracking the parameters of the model from incomplete data. We then apply our integrated model to obtain estimates of the computational and bandwidth resources required at the wireless/wired network interface to provide high performance wireless Internet access and quality-of-service to mobile users. Finally, we develop a threshold-based admission control scheme in the wireless network based on the velocity information that can be extracted from our model.
面向无线网络资源分配的集成移动性和流量模型
在无线通信网络中,移动用户的移动对提供对有线宽带网络的有效接入提出了重大的技术挑战。在本文中,我们构建了一个新的分析/数值模型来表征移动用户行为和由此产生的流量模式。该模型基于一般状态空间中移动用户行为的半马尔可夫过程表示。利用一种新的隐半马尔可夫模型(HSMM)参数估计算法,提出了一种从不完全数据中动态跟踪模型参数的有效方法。然后,我们应用我们的集成模型来获得无线/有线网络接口所需的计算和带宽资源的估计,以向移动用户提供高性能无线互联网接入和服务质量。最后,我们开发了一种基于阈值的无线网络准入控制方案,该方案基于从我们的模型中提取的速度信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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