Optical network performance evaluation using a hybrid neural network

    公开(公告)号:US11133865B2

    公开(公告)日:2021-09-28

    申请号:US17106143

    申请日:2020-11-29

    摘要: Aspects of the present disclosure describe systems, methods. and structures in which a hybrid neural network combining a CNN and several ANNs are shown useful for predicting G-ONSR for Ps-256QAM raw data in deployed SSMF metro networks with 0.27 dB RMSE. As demonstrated, the CNN classifier is trained with 80.96% testing accuracy to identify channel shaping factor. Several ANN regression models are trained to estimate G-OSNR with 0.2 dB for channels with various constellation shaping. Further aspects include the tuning of existing optical networks and the characterization of retrofit/upgraded optical networks to estimate capacity—both aspects employing our inventive hybrid neural network methodology.

    High-speed optical 8-QAM modulation by cascading dual-drive mach-zehnder modulator with I/Q modulator
    19.
    发明授权
    High-speed optical 8-QAM modulation by cascading dual-drive mach-zehnder modulator with I/Q modulator 有权
    通过级联双驱动马赫 - 泽德调制器与I / Q调制器进行高速光学8-QAM调制

    公开(公告)号:US08798480B2

    公开(公告)日:2014-08-05

    申请号:US13646465

    申请日:2012-10-05

    IPC分类号: H04B10/04 H04B10/54

    CPC分类号: H04B10/541

    摘要: Structures and methods of generating 8-QAM signals through the effect of a cascaded I/Q modulator and Mach-Zhender modulator. The 8-QAM signals are generated by applying one binary sequence to the dual-drive Mach-Zehnder modulator (MZM) and two binary sequences to the I/Q modulator. Operationally, the I/Q modulator generates QPSK constellation(s), while the dual drive MZM either maintains the QPSK constellation at an out ring, or attenuates its amplitude to the inner ring and rotates its phase by π/4 phase depending on the binary data it was driven by.

    摘要翻译: 通过级联I / Q调制器和Mach-Zhender调制器的影响产生8-QAM信号的结构和方法。 通过将一个二进制序列应用于双驱动马赫 - 曾德调制器(MZM)并将两个二进制序列应用于I / Q调制器来生成8-QAM信号。 在操作上,I / Q调制器产生QPSK星座,而双驱动MZM或者将QPSK星座维持在外环,或者将其振幅衰减到内环,并且根据其中的相位旋转其相位 二进制数据由它驱动。