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Fusion Based on Visible Light Positioning and Inertial Navigation Using Extended Kalman Filters

机译:扩展卡尔曼滤波器的基于可见光定位和惯性导航的融合

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摘要

With the rapid development of smart technology, the need for location-based services (LBS) increases every day. Since classical positioning technology such as GPS cannot satisfy the needs of indoor positioning, new indoor positioning technologies, such as Bluetooth, Wi-Fi, and Visible light communication (VLC), have already cut a figure. VLC positioning has been proposed because it has higher accuracy, costs less, and is easier to accomplish in comparison to the other indoor positioning technologies. However, the practicality of VLC positioning is limited since it is easily affected by multipath effects and the layout of LEDs. Thus, we propose a fusion positioning system based on extended Kalman filters, which can fuse the VLC position and the inertial navigation data. The accuracy of the fusion positioning system is in centimeters, which is better compared to the VLC-based positioning or inertial navigation alone. Furthermore, the fusion positioning system has high accuracy, saves energy, costs little, and is easy to install, making it a promising candidate for future indoor positioning applications.
机译:随着智能技术的飞速发展,基于位置的服务(LBS)的需求每天都在增加。由于传统的定位技术(例如GPS)无法满足室内定位的需求,因此新的室内定位技术(例如蓝牙,Wi-Fi和可见光通信(VLC))已经崭露头角。已经提出了VLC定位,因为与其他室内定位技术相比,VLC定位具有更高的准确性,更低的成本并且更容易实现。但是,VLC定位的实用性受到限制,因为它容易受到多径效应和LED布局的影响。因此,我们提出了一种基于扩展卡尔曼滤波器的融合定位系统,可以融合VLC位置和惯性导航数据。融合定位系统的精度以厘米为单位,这比仅基于VLC的定位或惯性导航要好。此外,融合定位系统具有高精度,节能,成本低,易于安装的特点,使其成为未来室内定位应用的有希望的候选者。

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