Chapter Four: Machine learning techniques for passive optical networks
Lilin Yi; Luyao Huang; Zhengxuan Li; Yongxin Xu; Wanting Xu Shanghai Jiao Tong University, Shanghai, China
Abstract
In this chapter, the definition of PON and the evolution of PON standardization are briefly introduced. Since NN becomes the most popular machine learning algorithm in PON, we mainly introduce the use of NN for equalization. The effectiveness of NN is verified before regarding as an equalizer in PON. The mechanism that NN characterizes the PRBS rule is clarified and an effective method to verify training effectiveness is provided. Then, NN is utilized as pre and post equalizer to mitigate nonlinearity in fiber and optic devices. Though NN can compensate part ...
Get Machine Learning for Future Fiber-Optic Communication Systems now with the O’Reilly learning platform.
O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.
