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A Novel Phase Tracking in ZigBee Receiver Using Extended Kalman Filtering over AWGN Channel

机译:AWGN通道扩展Kalman滤波中ZigBee Receiver中的一种新型相位跟踪

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This paper aims at investigating the performance of applying Extended Kalman Filter (EKF) to track the phase changes of Binary Phase Shift Keying (BPSK) in ZigBee receivers. EKF is used to optimize the BPSK modulated signal by minimizing the phase error in the presence of the Additive White Gaussian Noise (AWGN) channel. A MATLAB-based simulator is developed to implement the EKF in the ZigBee receiver to correctly track the phase changes of the BPSK as the performance of tracking is measured by Mean Square Error (MSE) for different Signal to Noise Ratio (SNR). The MSE is used to measure the phase deviation error from the true phase. The phase tracking measured by MSE for different SNR values show that EKF has less phase error deviation than Costas Phase Locked Loop (CPLL) for all SNR values. The results show that EKF is novel and track the phase changes correctly more than the Costas PLL. For example, for SNR of 5, the MSE for our EKF is 3.5e-05 whereas it is 6.25e-05 for Costas PLL, i.e. ours has an improvement of 78%. The proposed EKF has less phase error deviation than CPLL for all SNR values and the improvement can be from 5% to 81%, depending on SNR.
机译:本文旨在调查应用扩展卡尔曼滤波器(EKF)来跟踪ZigBee接收器中二进制相移键控(BPSK)的相位变化的性能。 EKF用于通过最小化添加性白色高斯噪声(AWGN)通道存在的相位误差来优化BPSK调制信号。开发了基于MATLAB的模拟器以实现ZigBee接收器中的EKF,以正确地跟踪BPSK的相位变化,因为通过均方误差(MSE)来测量跟踪的性能,以针对噪声比(SNR)不同的信号。 MSE用于从真实阶段测量相位偏差误差。由MSE针对不同的SNR值测量的相位跟踪表明,对于所有SNR值,EKF具有比Costas锁相环(CPLL)的相位误差偏差较小。结果表明,EKF是新颖的,并跟踪相变多于Costas PLL。例如,对于SNR为5,我们的EKF的MSE是3.5E-05,而它为Costas PLL为6.25E-05,即我们的增长率为78%。所提出的EKF具有比所有SNR值的CPLL较少的相位误差偏差,并且改善可以为5%至81%,具体取决于SNR。

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