Machine learning techniques for optical performance monitoring and modulation format identification: A survey

WS Saif, MA Esmail, AM Ragheb… - … Surveys & Tutorials, 2020 - ieeexplore.ieee.org
The trade-off between more user bandwidth and quality of service requirements introduces
unprecedented challenges to the next generation smart optical networks. In this regard, the …

Cost-effective multi-parameter optical performance monitoring using multi-task deep learning with adaptive ADTP and AAH

H Luo, Z Huang, X Wu, C Yu - Journal of Lightwave Technology, 2021 - opg.optica.org
A cost-effective optical performance monitoring (OPM) scheme is proposed to realize
modulation format identification (MFI), baud rate identification (BRI), chromatic dispersion …

Efficient characterization of phase modulator based on Lyot-Sagnac interferometer

A Yu, Y Huang, L Xia - Measurement, 2023 - Elsevier
An effective method for evaluating the performance of an electro-optic phase modulator
(EOPM) based on the Lyot-Sagnac interferometer is presented and experimentally …

On-chip OSNR monitoring system based on power-balanced Mach-Zehnder interferometers

Y Tian, Z Huang, J Qiu, X Zhang, J Wu - Optics & Laser Technology, 2021 - Elsevier
Optical signal-to-noise ratio (OSNR) monitor is a key unit in the modern optical networks,
serving as an indicator of the transmission link quality. With the demand for cost efficiency …

Going deeper into OSNR estimation with CNN

F Shen, J Zhou, Z Huang, L Li - Photonics, 2021 - mdpi.com
As optical performance monitoring (OPM) requires accurate and robust solutions to tackle
the increasing dynamic and complicated optical network architectures, we experimentally …

Integrated In-band OSNR monitor based on asymmetrical parallel-MZIs for WDM signals

J Qiu, Y Tian, Z Huang, Y Wang… - IEEE Journal of …, 2016 - ieeexplore.ieee.org
We propose a novel in-band optical signal-to-noise ratio (OSNR) monitor based on
asymmetrical parallel Mach-Zehnder interferometers (A-PMZI). By exploiting two different …

A novel in-band OSNR measurement method based on normalized autocorrelation function

Z Huang, J Qiu, D Kong, Y Tian, Y Li… - IEEE Photonics …, 2017 - ieeexplore.ieee.org
We propose and experimentally demonstrate a novel in-band optical signal-tonoise ratio
(OSNR) measurement method based on normalized autocorrelation function. Experimental …

Guideline of choosing optical delay time to optimize the performance of an interferometry-based in-band OSNR monitor

Z Huang, J Qiu, S Wang, X Ji, Y Tian, D Kong, M Yu… - Optics Letters, 2016 - opg.optica.org
We propose and experimentally demonstrate a guideline of choosing optical delay time in
an interferometry-based optical signal-to-noise ratio (OSNR) monitor to achieve the optimal …

1.6 W multi-wavelength YDF based random fiber laser

XD Wang, JF Qiu, JD Shi, X Zou… - 2017 16th …, 2017 - ieeexplore.ieee.org
1.6W Multi-wavelength YDF based Random Fiber Laser Page 1 1.6W Multi-wavelength YDF
based Random Fiber Laser XD Wang, JF Qiu*, JD Shi, X. Zou, XB Hong, HX Guo, Y. Li, J. Wu …

Enhanced performance of in-band OSNR monitor based on delay time optimization of interferometer

Z Huang, J Qiu, S Wang, X Ji, M Yu… - 2016 15th …, 2016 - ieeexplore.ieee.org
We propose and experimentally demonstrate a method of choosing optical delay time by
calculating normalized autocorrelation function of channel noise to achieve optimal OSNR …