| 个人简介 | |
|---|---|
 Prof. Yang Yue Nankai University, China |
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| 标题： Eye-diagram-based Joint Monitoring of Coherent Channel Using Deep Learning | |
| 摘要： With the continuous advancement of the artificial intelligence technology, machine learning is widely used in various fields. We review the application of optical performance monitoring (OPM) in optical communications system, and its latest evolution with machine learning techniques. Nowadays, coherent-based wavelength-division multiplexing (WDM) technology is the de-facto standard for Tb/s and beyond optical transport networks. With increased system complexity, it can significantly improve the data-carrying capacity. In such a system, there are more performance parameters that need to be monitored in real-time. In this talk, we review our recent demonstration on eye-diagram-based joint monitoring of coherent channel using deep learning. Unlike many other technologies, low-speed eye diagram measurement can significantly reduce the hardware implementation cost and complexity. Besides modulation format identification (MFI), experiments also show that the proposed technique can simultaneously determine the optical signal to noise ratio (OSNR), roll-off factor (ROF), and timing skew of a quadrature amplitude modulation (QAM) transmitter with high accuracy. | |
| 简介： Yang Yue received the B.S. degree in Electrical Engineering and the M.S. degree in Optics from Nankai University, Tianjin, China, in 2004 and 2007, respectively. He received the Ph.D. degree in Electrical Engineering from University of Southern California, Los Angeles, California, USA, in 2012.He is a Professor with the Institute of Modern Optics, Nankai University, Tianjin, China.
Dr. Yue’s current research interests include intelligent photonics, optical communications and networking, optical interconnect, detection, imaging and display technology. He has published over 130 peer-reviewed journal papers and conference proceedings, 1 edited book, 1 book chapter, >10 invited papers, >30 issued or pending patents, >60 invited presentations. He served as the Editor Board Member for 2 journals, Guest Editor for 3 journal special issues, Committee Member and Session Chair for ~30 international conferences, Reviewer for ~50 prestigious journals. | |
