Extreme Gradient Boost Regression to Model a SI-POF Link Using OFDM Transmission - Archive ouverte HAL
Communication Dans Un Congrès Année : 2023

Extreme Gradient Boost Regression to Model a SI-POF Link Using OFDM Transmission

Résumé

The use of plastic optical fibers has become widespread due to their mechanical advantages and low cost, despite presenting considerable dispersion. This paper models an OFDM transmission link using the signal power, the bias current and the fiber length over an Extreme Gradient Boost regressor by fitting the multicarrier signal-to-noise ratio. The results show an improvement in the coefficient of determination, and in the error metrics, when compared to traditional modeling.
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Dates et versions

hal-04701174 , version 1 (18-09-2024)

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Citer

Jonathan Gois, Flavio Sampaio, Tadeu Ferreira, Vinicius Silva, Andres Pablo L. Barbero, et al.. Extreme Gradient Boost Regression to Model a SI-POF Link Using OFDM Transmission. OMN 2023, SBFoton IOPC 2023: International Conference on Optical MEMS and Nanophotonics (OMN) and SBFoton International Optics and Photonics Conference (SBFoton IOPC), Jul 2023, Campinas, Brazil. pp.01-02, ⟨10.1109/OMN/SBFotonIOPC58971.2023.10230919⟩. ⟨hal-04701174⟩
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