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Evaluation of correlated digital back propagation and extended Kalman filtering for non-linear mitigation in PM-16-QAM WDM systems

机译:PM-16-QAM WDM系统中用于非线性缓解的相关数字反向传播和扩展卡尔曼滤波的评估

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We investigate the individual and combined performance of correlated digital back propagation (CDBP) and extended Kalman filtering (EKF) in mitigating inter and intra-channel non-linearities in wavelength division multiplexed (WDM) systems. The afore-mentioned algorithms are verified through numerical simulations on 28 Gbaud polarization multiplexed (PM) 16-quadrature amplitude modulation (16-QAM) 9-channel WDM system with 50 GHz spacing. A single channel CDBP with one-step-per-span based on asymmetric split step Fourier method (A-SSFM) with optimized non-linear coefficient has been employed. We also study an amplitude-dependent optimization (AO) of the non-linear coefficient for CDBP which shows an improvement of ≈ 0.8 dB compared to the conventional optimized CDBP, in the non-linear regime. Moreover, our proposed carrier phase and amplitude noise estimation (CPANE) algorithm based on EKF outperforms AO-CDBP in both linear and non-linear regimes with an enhanced performance besides significantly reduced complexity. We further investigate the combined performance of AO-CDBP and EKF which results in an enhanced non-linear tolerance at the expense of increased computational cost trading off to the number of required CDBP steps per span. Furthermore, we also analyze the impact of cross phase modulation (XPM) on the combined performance of AO-CDBP and EKF by varying the number of WDM channels. Numerical results show that the obtained gain from employing AO-CDBP prior to EKF reduces with increasing effects of XPM. Additionally, we also discuss the computational complexity of the aforementioned algorithms.
机译:我们研究了相关的数字反向传播(CDBP)和扩展的卡尔曼滤波(EKF)在缓解波分复用(WDM)系统中通道间和通道内非线性方面的单独和组合性能。通过对间隔为50 GHz的28 Gbaud偏振复用(PM)16正交幅度调制(16-QAM)9通道WDM系统的数值模拟,验证了上述算法。已采用基于非线性系数优化的非对称分裂步傅里叶法(A-SSFM)的单跨度单通道CDBP。我们还研究了CDBP非线性系数的幅度依赖优化(AO),与传统的优化CDBP相比,在非线性方案中,CDBP的改进约为≈0.8 dB。此外,我们提出的基于EKF的载波相位和幅度噪声估计(CPANE)算法在线性和非线性两种情况下均优于AO-CDBP,并具有显着降低的复杂性。我们进一步研究了AO-CDBP和EKF的组合性能,从而以增加的计算成本与每跨度所需的CDBP步骤数量进行权衡的结果,提高了非线性公差。此外,我们还通过改变WDM通道的数量来分析交叉相位调制(XPM)对AO-CDBP和EKF组合性能的影响。数值结果表明,随着XPM效果的增强,在EKF之前采用AO-CDBP所获得的增益会降低。此外,我们还讨论了上述算法的计算复杂性。

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