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Tracking with range rate measurements: Turn rate estimation and particle filtering

机译:使用范围速率测量进行跟踪:转弯速率估计和粒子滤波

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摘要

In target tracking problems a combination of the constant velocity (CV) and constant turn (CT) motion models are suitable to describe the target evolution and hence for state estimation purposes. For the CT motion the turn rate value is required and needs to be estimated. The method here chooses to apply the range rate measurement to this purpose, which is generally very accurate and available in surveillance and tracking radars. It introduces a verification regarding the compatibility between the estimated velocity projection on the range direction and the range rate measurement. A disagreement indicates a change in the turn rate, which is treated by appropriated draws in a particle filter (PF) combined with a BLUE filter. Simulation results, based on values of RMS position and velocity errors, show that this new method is more effective in estimating the turn rate than the results in literature.
机译:在目标跟踪问题中,恒定速度(CV)和恒定转弯(CT)运动模型的组合适用于描述目标演变,因此适合于状态估计。对于CT运动,需要转弯速率值,并且需要对其进行估算。这里的方法选择将测距率测量应用到此目的,这通常非常准确,并且可以在监视和跟踪雷达中使用。它介绍了有关距离方向估计速度投影与距离速率测量之间兼容性的验证。不一致表示转弯速率发生变化,这可以通过结合使用BLUE过滤器的粒子过滤器(PF)中的适当牵引来处理。基于RMS位置和速度误差值的仿真结果表明,该新方法在估计转弯速率方面比文献中的方法更有效。

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