Joint OSNR monitoring and modulation format identification on signal amplitude histograms using convolutional neural network

Blind Modulation Format Identification Using Differential Phase and Amplitude Ratio

(2019) Qingzhao Tan et al.   IEEE Photonics Journal

An Optical Communication's Perspective on Machine Learning and Its Applications

(2019) Faisal Nadeem Khan et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Joint baud-rate and modulation format identification based on asynchronous delay-tap plots analyzer by using convolutional neural network

(2019) Jie Gao et al.   OPTICS COMMUNICATIONS

Intelligent optical performance monitor using multi-task learning based artificial neural network

(2019) Zhiquan Wan et al.   OPTICS EXPRESS

Multi-task deep neural network (MT-DNN) enabled optical performance monitoring from directly detected PDM-QAM signals

(2019) Yijun Cheng et al.   OPTICS EXPRESS

Joint and Accurate OSNR Estimation and Modulation Format Identification Scheme Using the Feature-Based ANN

(2019) Qian Xiang et al.   IEEE Photonics Journal

Eye Diagram Measurement-Based Joint Modulation Format, OSNR, ROF, and Skew Monitoring of Coherent Channel Using Deep Learning

(2019) Yiwen Zhang et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Joint Optical Performance Monitoring and Modulation Format/Bit-Rate Identification By CNN-based Multi-task Learning

(2018) Xiaojie Fan et al.   IEEE Photonics Journal

Modulation Format Recognition and OSNR Estimation Using CNN-Based Deep Learning

(2017) Danshi Wang et al.   IEEE PHOTONICS TECHNOLOGY LETTERS

Machine Learning Techniques for Optical Performance Monitoring From Directly Detected PDM-QAM Signals

(2017) Jakob Thrane et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Joint OSNR monitoring and modulation format identification in digital coherent receivers using deep neural networks

(2017) Faisal Nadeem Khan et al.   OPTICS EXPRESS

A tutorial on the flexible optical networking paradigm: State of the art, trends, and research challenges

(2014) Ioannis Tomkos et al.   PROCEEDINGS OF THE IEEE

Elastic optical networking: a new dawn for the optical layer?

(2012) Ori Gerstel et al.   IEEE COMMUNICATIONS MAGAZINE