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改进UKF在X射线脉冲星导航中的应用研究

Keywords: Unscented卡尔曼滤波,改进Unscented卡尔曼滤波,计算效率

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Abstract:

为了提高标准Unscented卡尔曼滤波(UKF)计算效率,本文对标准UKF采样点计算方法进行改进,使状态更新过程中的多次积分过程简化为一次积分过程,并证明了标准UKF和改进UKF的等效性.计算机仿真结果表明,在计算精度一致(位置确定精度约为70m,速度确定精度约为0.005m/s)的情况下,改进UKF的计算效率是标准UKF的5倍.

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