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Multilevel PAM with ANN Equalization for an RC-LED SI-POF System

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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Multilevel PAM with ANN Equalization for an RC-LED SI-POF System. / Osahon, Isaac; Rajbhandari, Sujan; Ihsan, Asim et al.
2023 IEEE 20th Consumer Communications & Networking Conference (CCNC). IEEE, 2023.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

HarvardHarvard

Osahon, I, Rajbhandari, S, Ihsan, A, Tang, J & Popoola, W 2023, Multilevel PAM with ANN Equalization for an RC-LED SI-POF System. in 2023 IEEE 20th Consumer Communications & Networking Conference (CCNC). IEEE. https://doi.org/10.1109/CCNC51644.2023.10059694

APA

Osahon, I., Rajbhandari, S., Ihsan, A., Tang, J., & Popoola, W. (2023). Multilevel PAM with ANN Equalization for an RC-LED SI-POF System. In 2023 IEEE 20th Consumer Communications & Networking Conference (CCNC) IEEE. https://doi.org/10.1109/CCNC51644.2023.10059694

CBE

Osahon I, Rajbhandari S, Ihsan A, Tang J, Popoola W. 2023. Multilevel PAM with ANN Equalization for an RC-LED SI-POF System. In 2023 IEEE 20th Consumer Communications & Networking Conference (CCNC). IEEE. https://doi.org/10.1109/CCNC51644.2023.10059694

MLA

Osahon, Isaac et al. "Multilevel PAM with ANN Equalization for an RC-LED SI-POF System". 2023 IEEE 20th Consumer Communications & Networking Conference (CCNC). IEEE. 2023. https://doi.org/10.1109/CCNC51644.2023.10059694

VancouverVancouver

Osahon I, Rajbhandari S, Ihsan A, Tang J, Popoola W. Multilevel PAM with ANN Equalization for an RC-LED SI-POF System. In 2023 IEEE 20th Consumer Communications & Networking Conference (CCNC). IEEE. 2023 doi: 10.1109/CCNC51644.2023.10059694

Author

Osahon, Isaac ; Rajbhandari, Sujan ; Ihsan, Asim et al. / Multilevel PAM with ANN Equalization for an RC-LED SI-POF System. 2023 IEEE 20th Consumer Communications & Networking Conference (CCNC). IEEE, 2023.

RIS

TY - GEN

T1 - Multilevel PAM with ANN Equalization for an RC-LED SI-POF System

AU - Osahon, Isaac

AU - Rajbhandari, Sujan

AU - Ihsan, Asim

AU - Tang, Jianming

AU - Popoola, Wasiu

PY - 2023/3/17

Y1 - 2023/3/17

N2 - In this experimental study, data transmission over step-index plastic optical fiber (SI-POF) is implemented with multilevel pulse amplitude modulation (PAM-M) scheme using a resonant cavity light emitting diode (RC-LED) as the optical transmitter. An artificial neural network (ANN) based equalizer is used in the RC-LED SI-POF system to jointly mitigate channel distortion and system non-linearities. Furthermore, the ANN equalizer's performance is compared to state-of-the-art equalizers used for the system - the Volterra equalizer and the decision feedback equalizer (DFE). The ANN equalizer offers the best bit rates compared to the others for the system with high non-linearities. For instance, at a BER of about 10 −3 , the ANN equalizer results in a bit rate of 780 Mbps, 710 Mbps, and 650 Mbps with PAM-2, PAM-4 and PAM-8 schemes, respectively. However, the Volterra equalizer results in a bit rate of 720 Mbps, 660 Mbps, and 580 Mbps with these PAM schemes, respectively. And with the DFE, the bit rates are 610 Mbps, 510 Mbps, and 120 Mbps, respectively.

AB - In this experimental study, data transmission over step-index plastic optical fiber (SI-POF) is implemented with multilevel pulse amplitude modulation (PAM-M) scheme using a resonant cavity light emitting diode (RC-LED) as the optical transmitter. An artificial neural network (ANN) based equalizer is used in the RC-LED SI-POF system to jointly mitigate channel distortion and system non-linearities. Furthermore, the ANN equalizer's performance is compared to state-of-the-art equalizers used for the system - the Volterra equalizer and the decision feedback equalizer (DFE). The ANN equalizer offers the best bit rates compared to the others for the system with high non-linearities. For instance, at a BER of about 10 −3 , the ANN equalizer results in a bit rate of 780 Mbps, 710 Mbps, and 650 Mbps with PAM-2, PAM-4 and PAM-8 schemes, respectively. However, the Volterra equalizer results in a bit rate of 720 Mbps, 660 Mbps, and 580 Mbps with these PAM schemes, respectively. And with the DFE, the bit rates are 610 Mbps, 510 Mbps, and 120 Mbps, respectively.

U2 - 10.1109/CCNC51644.2023.10059694

DO - 10.1109/CCNC51644.2023.10059694

M3 - Conference contribution

SN - 978-1-6654-9735-0

BT - 2023 IEEE 20th Consumer Communications & Networking Conference (CCNC)

PB - IEEE

ER -