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Neural Network-based equalization in high-speed PONs
- Source :
- OFC
- Publication Year :
- 2020
- Publisher :
- Optica Publishing Group, 2020.
-
Abstract
- We introduce neural network (NN)-based equalization in high-speed passive optical networks. Data feature engineering is proposed to improve performance of NN-based equalization. Besides, an unsupervised learning scheme for NN-based equalizer is proposed to train the model without known symbols of received signal.
- Subjects :
- Scheme (programming language)
Feature engineering
Artificial neural network
Machine vision
Computer science
business.industry
Equalization (audio)
Pattern recognition
02 engineering and technology
01 natural sciences
Passive optical network
Signal
010309 optics
020210 optoelectronics & photonics
0103 physical sciences
0202 electrical engineering, electronic engineering, information engineering
Unsupervised learning
Artificial intelligence
business
computer
computer.programming_language
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Optical Fiber Communication Conference (OFC) 2020
- Accession number :
- edsair.doi...........4c12cea97e219bcffc3bcef04787cbdb