A DSP-Assisted IF-Over-Fiber System With Extreme Learning Machine-Based Linearization

This work proposes a densely allocated DSP-supported intermediate-frequency-over-fiber (IFoF) system with real-value single-hidden layer feedforward network (SLFN) post-equalization. The SLFN is trained using downsampled multichannel training signals (DMTSs) and the extreme learning machine (ELM) algorithm. The transmission of multichannel orthogonal frequency-division multiplexing (OFDM)-based IF signals over a 12.4-km direct-detection optical link is demonstrated, achieving adjacent channel leakage ratio (ACLR) improvements of up to 10 dB and significant reductions in error vector magnitude (EVM) due to the ELM-SLFN linearization scheme.

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Publication Details

Journal
IEEE Photonics Technology Letters
Published
2024-12-04
DOI
https://doi.org/10.1109/lpt.2024.3511135
Primary Topic
Advanced Fiber Optic Sensors
Type
article
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article

A DSP-Assisted IF-Over-Fiber System With Extreme Learning Machine-Based Linearization

Luis Carlos Vieira
IEEE Photonics Technology Letters
Advanced Fiber Optic Sensors
article

A DSP-Assisted IF-Over-Fiber System With Extreme Learning Machine-Based Linearization

Luis Carlos Vieira
article en

Abstract

This work proposes a densely allocated DSP-supported intermediate-frequency-over-fiber (IFoF) system with real-value single-hidden layer feedforward network (SLFN) post-equalization. The SLFN is trained using downsampled multichannel training signals (DMTSs) and the extreme learning machine (ELM) algorithm. The transmission of multichannel orthogonal frequency-division multiplexing (OFDM)-based IF signals over a 12.4-km direct-detection optical link is demonstrated, achieving adjacent channel leakage ratio (ACLR) improvements of up to 10 dB and significant reductions in error vector magnitude (EVM) due to the ELM-SLFN linearization scheme.

IEEE Photonics Technology LettersVol. 37(2)
Universidade Tecnológica Federal do Paraná (BR), The London College (GB), University College London (GB)
Openalex Percentile: Top 80%
Advanced Fiber Optic Sensors
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