使用OFDM传输的SI-POF链路的极端梯度升压回归模型

Netcom Pub Date : 2023-07-30 DOI:10.1109/OMN/SBFotonIOPC58971.2023.10230919

Jonathan Gois, F. Sampaio, T. Ferreira, Vinicius N. H. Silva, A. Barbero, L. Neto

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引用次数: 0

摘要

塑料光纤由于其机械优势和低成本而得到广泛使用，尽管存在相当大的分散。本文通过拟合多载波信噪比，利用信号功率、偏置电流和光纤长度在极端梯度升压回归量上对OFDM传输链路进行建模。结果表明，与传统模型相比，该模型在确定系数和误差度量方面都有改善。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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

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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来源期刊

Netcom

自引率

0.00%

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审稿时长

18 weeks