hmm驱动的智能空白感知帧控制协议,用于ZigBee和WiFi共存

Jie Yuan, Ted Ward, Sam Honarvar, Tingting Chen, Johnson P. Thomas
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引用次数: 8

摘要

ZigBee在无线病人监护、畜群监护、家庭联网智能控制、游戏遥控器等各种应用中得到了越来越广泛的应用。这些应用大多对性能很敏感,因此要保证ZigBee系统的正常工作,必须保证吞吐量和分组传输率。然而,由于WiFi和ZigBee都是在未经许可的ISM频谱中运行,WiFi热点的干扰使得ZigBee和WiFi的共存成为一个很大的挑战。WiFi流量在时域中包含大量帧簇之间的空白,利用这些空白可以提高ZigBee和WiFi共存的系统的性能。大多数处理异构无线系统共存的现有机制都忽略了这一重要事实。在本文中,我们提出了一种新的方法,可以在WiFi存在强烈干扰的情况下保证ZigBee的高性能,同时保持WiFi的性能几乎不受影响。我们的方法是基于当前网络中WiFi空白的痕迹来学习隐马尔可夫模型(HMM)。利用该HMM模型,可以准确表征不同时间空白时间的动态分布。基于空白的HMM模型和系统性能分析,我们开发了一种新的ZigBee帧控制协议,即HMM驱动的智能空白感知帧控制协议,该协议可以使ZigBee网络与WiFi网络共存,并具有理想的链路吞吐量和分组传输比。一些初步的实验结果表明了我们的方案的有效性。
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HMM-driven Smart White-space-aware Frame Control Protocol for coexistence of ZigBee and WiFi
ZigBee has been used more and more extensively in various applications such as wireless patient monitoring, herds monitoring, smart control in home networking and game remote controllers, etc. Most of these applications are performance-sensitive so the throughput and packet delivery ratio should be guaranteed for ZigBee system to work properly. However, since both WiFi and ZigBee are operated in unlicensed ISM spectrum, the interferences from WiFi hotspots make the coexistence of ZigBee and WiFi a big challenge. WiFi traffic contains quite a lot of white spaces between frame clusters in the time domain which could be taken advantage of to improve the performance of the systems with the coexistence of ZigBee and WiFi. Most existing mechanisms dealing with the coexistence of heterogeneous wireless systems neglects this important fact. In this paper, we propose a novel approach that ensures high performance of ZigBee in spite of the presence of strong interference from WiFi, and at the same time keep the WiFi performance almost unaffected. Our approach is to learn a Hidden Markov Model (HMM) based on traces of WiFi white-spaces in the current network. With such a HMM model we can accurately characterize the dynamic distribution of the durations of white spaces in different times. Based on the HMM model of white spaces and the analysis of system performance we develop a novel ZigBee frame control protocol called HMM-driven Smart White-space-aware Frame Control Protocol which can allow ZigBee networks to coexist with WiFi networks with desired link throughput and packet delivery ratio. Some initial experimental results have shown the effectiveness of our protocol.
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