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SME filter approach to multiple target tracking with radar measurements

机译:SME滤波方法通过雷达测量实现多目标跟踪

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摘要

The symmetric measurement equation (SME) filter approach to track maintenance in multiple target tracking (MTT) is extended to the case when the position measurements are obtained from a radar. A key property of the SME filter is that there is no need to consider target/measurement associations to carry out target state estimation, which results in a substantial reduction in the computational complexity of the MTT problem. In the paper the SME filter is developed for the case of N targets moving in three-dimensional space whose motions consist of random perturbations about constant-velocity trajectories. It is assumed that noisy measurements of the spherical coordinate positions (ranges, elevation and azimuth angles) of the N targets are available. The work is focused on the case when the symmetric measurement equations are formed by taking sums of products of the Cartesian coordinate position measurements that are generated from the spherical coordinate position measurements. The performance of the SME filter is investigated by generating a computer simulation in the six-target case.
机译:用于从多目标跟踪(MTT)进行跟踪维护的对称测量方程(SME)滤波器方法已扩展到从雷达获得位置测量值的情况。 SME过滤器的一个关键特性是,无需考虑目标/测量关联即可进行目标状态估计,从而大大降低了MTT问题的计算复杂度。在本文中,SME滤波器是针对N个目标在三维空间中移动的情况而开发的,这些目标的运动由关于恒速轨迹的随机扰动组成。假设可以测量N个目标的球坐标位置(范围,仰角和方位角)的噪声。该工作集中在通过取自球坐标位置测量产生的笛卡尔坐标位置测量的乘积之和来形成对称测量方程的情况。通过在六目标情况下生成计算机仿真来研究SME过滤器的性能。

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