Complex-Valued Neural Network Design for Mitigation of Signal Distortions in Optical Links
| Autor: | Bernhard Spinnler, Vladislav Neskornuik, Emilio Riccardi, Pedro J. Freire, Nelson Costa, Sergei K. Turitsyn, Jaroslaw E. Prilepsky, Ginni Khanna, Antonio Napoli |
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| Jazyk: | angličtina |
| Rok vydání: | 2021 |
| Předmět: |
Optical fiber
Computer science Single-mode optical fiber Optical communication Optical polarization 02 engineering and technology 01 natural sciences Atomic and Molecular Physics and Optics law.invention 010309 optics 020210 optoelectronics & photonics Transmission (telecommunications) Nonlinear distortion law Wavelength-division multiplexing 0103 physical sciences 0202 electrical engineering electronic engineering information engineering Electronic engineering Communication channel |
| Zdroj: | Journal of Lightwave Technology |
| ISSN: | 0733-8724 |
| Popis: | Nonlinearity compensation is considered as a key enabler to increase channel transmission rates in the installed optical communication systems. Recently, data-driven approaches – motivated by modern machine learning techniques – have been proposed for optical communications in place of traditional model-based counterparts. In particular, the application of neural networks (NN) allows improving the performance of complex modern fiber-optic systems without relying on any a priori knowledge of their specific parameters. In this work, we introduce a novel design of complex-valued NN for optical systems and examine its performance in standard single mode fiber (SSMF) and large effective-area fiber (LEAF) links operating in relatively high nonlinear regime. First, we present a methodology to design a new type of NN based on the assumption that the channel model is more accurate in the nonlinear regime. Second, we implement a Bayesian optimizer to jointly adapt the size of the NN and its number of input taps depending on the different fiber properties and total length. Finally, the proposed NN is numerically and experimentally validated showing an improvement of 1.7 dB in the linear regime, 2.04 dB at the optimal optical power and 2.61 at the max available power on Q-factor when transmitting a WDM 30 × 200G DP-16QAM signal over a 612 km SSMF legacy link. The results highlight that the NN is able to mitigate not only part of the nonlinear impairments caused by optical fiber propagation but also imperfections resulting from using low-cost legacy transceiver components, such as digital-to-analog converter (DAC) and Mach-Zehnder modulator. |
| Databáze: | OpenAIRE |
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