Estimation of the clock TIE state space model using a thinning unbiased FIR filtering algorithm

Y. Shmaliy, O. Ibarra-Manzano, L. Arceo-Miquel, L. Moralez-Mendoza, O. Shmaliy
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Abstract

A thinning algorithm is proposed for real-time unbiased finite impulse response (FIR) estimation of the local clock time interval error (TIE) model (time error, fractional frequency offset, linear frequency drift rate, etc.) employing GPS-based sawtooth measurements. We show that the approach allows obtaining practically optimal estimates of the clock states, by large horizons (number of the points in the average). The algorithm is applied to the TIE measurements allowing for different time steps and averaging horizons for each of the clock states and compared to the three state Kalman filter. It is demonstrated that, in the presence of the sawtooth noise induced by the GPS receiver, the unbiased FIR estimates with thinning out fit the clock states better than the Kalman filter, in terms of the Allan deviation and precision time protocol deviation.
利用稀疏无偏FIR滤波算法估计时钟TIE状态空间模型
提出了一种基于gps锯齿测量的本地时钟时间间隔误差(TIE)模型(时间误差、分数阶频率偏移、线性频率漂移率等)的实时无偏有限脉冲响应(FIR)估计的稀疏算法。我们表明,该方法可以通过大视界(平均值中的点数)获得时钟状态的实际最佳估计。该算法应用于TIE测量,允许每个时钟状态的不同时间步长和平均视界,并与三态卡尔曼滤波器进行比较。结果表明,在GPS接收机引起的锯齿噪声存在的情况下,在Allan偏差和精确时间协议偏差方面,经过细化的无偏FIR估计比卡尔曼滤波器更适合时钟状态。
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