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An Innovative Fuzzy Covariance Presetting For High Maneuvering Target Tracking Problems

机译:高机动目标跟踪问题的创新模糊协方差预设

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This paper deals with a new covariance presetting scheme is presented to overcome some drawbacks of the high maneuvering target tracking problems by using the Fuzzy logic method for evaluating the elements of the covariance matrix presetting. This scheme includes an estimation part that uses a modified Kalman filter and a fuzzy logic part to improve the tracking performance of the high maneuvering targets. The fuzzy part is designed based on deviation of last target direction. The result is compared with the conventional covariance matrix presetting method. Simulation results show a superior performance of the proposed covariance presetting when a target either moves with high maneuver or with constant velocity.
机译:本文提出了一种新的协方差预置方案,通过使用模糊逻辑方法评估协方差矩阵预置元素来克服高机动目标跟踪问题的一些缺点。该方案包括一个使用改进的卡尔曼滤波器的估计部分和一个模糊逻辑部分,以改善高机动目标的跟踪性能。模糊部分是基于最后目标方向的偏差而设计的。将结果与常规协方差矩阵预设方法进行比较。仿真结果表明,当目标以高机动或恒定速度运动时,所提出的协方差预设具有优越的性能。

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