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A Novel Real Time Method of Signal Strength Based Indoor Localization

机译:一种基于信号强度的实时室内定位新方法

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摘要

Localization using wireless signal is a hot field now, and the real time indoor localization is a difficult problem for its complex and sensitive to the environment. This paper proposes a method based on grid to convert global to local. Based on the Markov random field, we convert efficiently signals between different environments and achieve high precision and fast speed. The paper also discusses influence of multiple signals to location precision, explains that multiple sets of signal can be used greatly to improve localization precision. To reduce the number of supervised grids in learning data required by the grid-matching algorithm, this paper presents a method which combines the grid matching and the signal strength model. First the position is localized by the grid-matching method and then its location is refined by using the signal strength model in the local area.
机译:使用无线信号进行定位已经成为当前的热点,而实时室内定位由于其对环境的复杂性和敏感性而成为一个难题。提出了一种基于网格的全局到局部转换方法。基于马尔可夫随机场,我们可以在不同环境之间高效转换信号,并实现高精度和快速速度。本文还讨论了多个信号对定位精度的影响,并解释说,可以大量使用多组信号来提高定位精度。为了减少网格匹配算法所需的学习数据中的监督网格数量,提出了一种结合网格匹配和信号强度模型的方法。首先,通过网格匹配方法对位置进行定位,然后使用局部区域中的信号强度模型来优化位置。

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