时变偏差极坐标测量在分布式传感器网络上的目标跟踪

Cui Zhang, Y. Jia
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引用次数: 0

摘要

本文关注的是分布式传感器上的目标跟踪问题,这些传感器测量的距离和方位角具有时变偏差。首先,生成伪测量值,将有偏差的非线性测量值转换为笛卡尔坐标。然后提出了一种改进的两级滤波器来解耦目标状态估计和传感器偏差。在此基础上,提出了一种基于局部估计的传感器网络分布式融合算法。蒙特卡罗仿真结果验证了所提滤波器的有效性。
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Target tracking over distributed sensor networks by polar measurements with time-varying bias
This note concerns about the problem of target tracking over distributed sensors which measure range and azimuth with time-varying bias. First, the pseudo-measurements are generated to transform the biased nonlinear measurements into Cartesian coordinates. Then a modified two-stage filter is proposed to decouple the estimation of target state and sensor bias. Moreover, a distributed fusion algorithm for sensor network is derived based on local estimates. The effectiveness of the proposed filters are demonstrated by the Monte Carlo simulation results.
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