Pedestrian tracking algorithm in NLOS environments

Chirag Gupta, Deepanjan Biswas
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引用次数: 2

Abstract

This paper presents a cellular network based positioning algorithm in an urban environment characterized by multipath and severe non line of sight (NLOS) errors. The proposed algorithm mitigates localization error up to 75% as shown by the simulation results. The algorithm involves an initial averaging step followed by a prediction step for optimization, confining the estimated location close to the actual location. The proposed algorithm doesn't require additional hardware like sensors, accelerometers, gyroscopes etc. for localization as used in traditional cellular network based positioning methods. This approach can also be utilized in indoor positioning system (IPS) and global positioning systems (GPS) when at most three satellites are available. Low computational complexity of the algorithm is an added advantage. Utilization of orthogonal sources of information for improving accuracy is also explored.
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NLOS环境下的行人跟踪算法
提出了一种基于蜂窝网络的多路径、严重非视距误差的城市环境定位算法。仿真结果表明,该算法可将定位误差降低75%。该算法包括一个初始平均步骤,然后是一个优化的预测步骤,将估计的位置限制在接近实际位置的范围内。该算法不像传统的基于蜂窝网络的定位方法那样需要额外的硬件,如传感器、加速度计、陀螺仪等。这种方法也可用于室内定位系统(IPS)和全球定位系统(GPS),当最多有三颗卫星可用时。该算法的另一个优点是计算复杂度低。本文还探讨了利用正交信息源提高精度的方法。
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