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New fuzzy-based indoor positioning scheme using ZigBee wireless protocol

机译:基于ZigBee无线协议的基于模糊的室内定位新方案

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This paper proposes new fuzzy-based scheme providing position information vital for smart home applications. The scheme runs efficiently on the economical wireless ZigBee nodes and uses the link quality indicator (LQI) measured without the need for any additional hardware. It uses fuzzy logic to represent measure noise and surrounding environmental impacts. Position estimation is based upon the fuzzy information provided by all available ZigBee nodes and the surrounding environment is modeled by assembling a set of representative fuzzy vectors. Fuzzy levels are determined by applying the K-means algorithm given the LQI distribution as input. The scheme performance is compared to two popular schemes, the I3BM and the Environment Adaptive. The three are implemented using the Jennic JN5148 ZigBee PRO kit. It is demonstrated that for regular motion the proposed scheme significantly outperforms the other two without high computational cost, slow response, or large memory requirement.
机译:本文提出了一种新的基于模糊的方案,该方案提供了对智能家居应用至关重要的位置信息。该方案可在经济的无线ZigBee节点上高效运行,并使用测得的链路质量指标(LQI),而无需任何其他硬件。它使用模糊逻辑表示测量噪声和周围环境影响。位置估计基于所有可用ZigBee节点提供的模糊信息,并且通过组合一组代表性模糊矢量来对周围环境进行建模。给定LQI分布作为输入,通过应用K-means算法确定模糊级别。该方案的性能与两种流行的方案I 3 BM和“环境自适应”方案进行了比较。这三个是使用Jennic JN5148 ZigBee PRO套件实现的。结果表明,对于常规运动,所提出的方案在没有高计算成本,响应速度慢或内存需求大的情况下,明显优于其他两种方案。

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