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State Estimation of Wireless Mobile Client based on Sensor Data Fusion for Localization in Multistory Building

机译:多层建筑中基于传感器数据融合的无线移动客户端状态估计

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摘要

This paper describes a state space model for estimating the location of a mobile wireless client based on sensor data fusion. Data pertaining to the physical position of personal electronic devices or mobile robots are important for information services and robotic applications. We use the strength of signals received by wireless LAN access points to locate mobile clients in multistory buildings. We also use the acceleration of the mobile client as sensor data. The output of an accelerometer is prone to uncertainty; we use a probabilistic model of the location estimated by wireless LAN signals and the acceleration acquired by a sensor to create an observation model. In addition, a simplified measurement method is proposed for use by a fingerprinting-type estimation system based on human footsteps. Experimental results show the feasibility of the proposed method.
机译:本文描述了一种状态空间模型,用于基于传感器数据融合来估计移动无线客户端的位置。与个人电子设备或移动机器人的物理位置有关的数据对于信息服务和机器人应用非常重要。我们利用无线局域网接入点接收到的信号强度来定位多层建筑物中的移动客户端。我们还将移动客户端的加速度用作传感器数据。加速度计的输出容易产生不确定性。我们使用无线局域网信号估计的位置的概率模型和传感器获取的加速度来创建观测模型。另外,提出了一种简化的测量方法,供基于人的足迹的指纹类型估计系统使用。实验结果表明了该方法的可行性。

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  • 来源
    《システム / 制御 / 情報》 |2013年第12期|448-455|共8页
  • 作者单位

    Department of Intelligence and Informatics, Konan University 8-9-1 Okamoto, Higashinada, Kobe, Hyogo 658-8501, JAPAN;

    Graduate School of Natural Science, Konan University (Currently with Software Service, Inc.) 8-9-1 Okamoto, Higashinada, Kobe, Hyogo 658-8501, JAPAN;

    Graduate School of Natural Science, Konan University (Currently with Koatsu Gas Kogyo Co.;

    Ltd.) 8-9-1 Okamoto, Higashinada, Kobe, Hyogo 658-8501, JAPAN;

    Department of Intelligence and Informatics, Konan University, 8-9-1 Okamoto, Higashinada, Kobe, Hyogo 658-8501, JAPAN;

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