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首页> 外文期刊>IEEE Photonics Technology Letters >Joint Tracking of Polarization State and Phase Noise Using Adaptive Cascaded Kalman Filtering
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Joint Tracking of Polarization State and Phase Noise Using Adaptive Cascaded Kalman Filtering

机译:自适应级联卡尔曼滤波对偏振态和相位噪声的联合跟踪

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摘要

We propose a cascaded Kalman filtering (CKF) technique, a series of extended Kalman filter (EKF), and a linear Kalman filter, for joint tracking of phase and amplitude noise as well as polarization state. We further propose an adaptive CKF (A-CKF), in which the process noise covariance has been estimated adaptively, using covariance matching method. Numerical results on back-to-back and transmission scenarios on 28-Gbd polarization-multiplexed 16-quadrature amplitude modulation system justify that our proposed CKF as well as A-CKF outperforms the earlier proposed EKF and the unscented Kalman filter (UKF) with an improved tolerance toward polarization rotations and phase noise besides less computational effort.
机译:我们提出了级联卡尔曼滤波(CKF)技术,一系列扩展卡尔曼滤波器(EKF)和线性卡尔曼滤波器,用于联合跟踪相位和幅度噪声以及极化状态。我们还提出了一种自适应CKF(A-CKF),其中使用协方差匹配方法自适应地估计了过程噪声的协方差。在28 Gbd偏振复用16正交幅度调制系统上背对背和传输场景的数值结果证明,我们提出的CKF和A-CKF优于早期提出的EKF和无味卡尔曼滤波器(UKF),并且具有除了减少计算量外,还提高了对偏振旋转和相位噪声的耐受性。

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