3-Axis magnetic field mapping and fusion for indoor localization

Etienne Le Grand, S. Thrun
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引用次数: 99

Abstract

As location-based services have grown increasingly popular, they have become limited by the inability to acquire accurate location information in indoor environments, where the Global Positioning System does not function. In this field, magnetometers have primarily been used as compasses. As such, they are seen as unreliable sensors when in presence of magnetic field disturbances, which are frequent in indoor environment. This work presents a method to account for and extract useful information from those disturbances. This method leads to improved localization in an indoor environment. Local magnetic disturbances carry enough information to localize without the help of other sensors. We describe an algorithm allowing to do so as long as we have access to a map of those disturbances. We then expose a fast mapping technique to produce such maps and we apply this technique to show the stability of the magnetic disturbances in time. Finally, the proposed localization algorithm is tested in a realistic situation, showing high-quality localization capability.
室内定位的三轴磁场测绘与融合
随着基于位置的服务越来越受欢迎,它们受到无法在室内环境中获取准确位置信息的限制,在室内环境中,全球定位系统无法发挥作用。在这个领域,磁力计主要用作罗盘。因此,当存在磁场干扰时,它们被视为不可靠的传感器,这在室内环境中很常见。这项工作提出了一种方法来解释和提取有用的信息,从这些干扰。这种方法可以改善在室内环境中的定位。局部磁干扰携带足够的信息,无需其他传感器的帮助即可进行定位。我们描述的算法允许这样做,只要我们有这些干扰的映射。然后,我们提出了一种快速映射技术来生成这样的图,并应用该技术来显示磁扰动在时间上的稳定性。最后,本文提出的定位算法在实际场景中进行了测试,显示出高质量的定位能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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