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Research on intelligent indoor location method based on Wi-Fi fingerprint

机译:基于Wi-Fi指纹的智能室内定位方法研究

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摘要

In order to improve indoor location performance based on Wi-Fi fingerprint, the novel algorithm is put forward based on K-mean algorithm and fuzzy support vector machine. Firstly, the basic theories of Wi-Fi location technology, indoor location principle based on location fingerprint database are studied. Secondly, the basic theories of K-means algorithm, fuzzy support vector machine and nearest incremental algorithm are discussed, and the corresponding mathematical model is deduced. Third, the Wi-Fi fingerprint location algorithm procedure is designed. Finally, the simulation analysis is carried out, and results show that the proposed method has higher location performance.
机译:为了提高基于Wi-Fi指纹的室内位置性能,基于K均值算法和模糊支持向量机提出了新的算法。 首先,研究了Wi-Fi定位技术的基本理论,基于位置指纹数据库的室内定位原理。 其次,讨论了K-Means算法,模糊支持向量机和最近的增量算法的基本理论,推导了相应的数学模型。 第三,设计了Wi-Fi指纹位置算法程序。 最后,进行了仿真分析,结果表明,所提出的方法具有更高的位置性能。

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