Research on Optimizing Digital Back-Propagation using Coefficient-Optimized Fourth-Order Runge-Kutta in the Interaction Picture

Tianjia Xu; Aiying Yang; Peng Guo; Meng Yang; Zhe Zhao; Wenkai Wan

doi:10.1109/OECC54135.2024.10975471

Research on Optimizing Digital Back-Propagation using Coefficient-Optimized Fourth-Order Runge-Kutta in the Interaction Picture

Tianjia Xu, Aiying Yang^*, Peng Guo^*, Meng Yang, Zhe Zhao, Wenkai Wan

^*Corresponding author for this work

Beijing Institute of Technology

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

Abstract

The digital back-propagation (DBP) is a method that can eliminate the effects of dispersion and nonlinearities on the signal during the fiber transmission. The main work of this paper is to replace the split-step Fourier method (SSFM) in DBP with the Fourth-Order Runge-Kutta in interaction picture (RK4IP) for reverse transmission. The article employs Bayesian optimization algorithm (BOA) to optimize the weights of various slopes in RK4IP, making it more suitable for the DBP algorithm. This effectively improves the Q-factor of the received signal at the same complexity level. In the experiment of transmitting the 20 GBaud 16QAM signal over the standard single-mode fiber (SSMF) spanning 9×100 km, the RK4IP-based DBP algorithm achieved the maximum improvement of 0.89 dB in the Q-factor compared to the traditional SSFM-based DBP algorithm at equivalent complexity.

Original language	English
Title of host publication	Proceedings of the 29th Opto-Electronics and Communications Conference, OECC 2024
Publisher	Institute of Electrical and Electronics Engineers Inc.
Edition	2024
ISBN (Electronic)	9798350308396
DOIs	https://doi.org/10.1109/OECC54135.2024.10975471
Publication status	Published - 2024
Externally published	Yes
Event	29th Opto-Electronics and Communications Conference, OECC 2024 - Melbourne, Australia Duration: 30 Jun 2024 → 4 Jul 2024

Conference

Conference	29th Opto-Electronics and Communications Conference, OECC 2024
Country/Territory	Australia
City	Melbourne
Period	30/06/24 → 4/07/24

Keywords

Bayesian optimization algorithm
Fourth-Order Runge-Kutta in interaction picture
digital back-propagation
nonlinear coefficient optimization

Access to Document

10.1109/OECC54135.2024.10975471

Cite this

Xu, T., Yang, A., Guo, P., Yang, M., Zhao, Z., & Wan, W. (2024). Research on Optimizing Digital Back-Propagation using Coefficient-Optimized Fourth-Order Runge-Kutta in the Interaction Picture. In Proceedings of the 29th Opto-Electronics and Communications Conference, OECC 2024 (2024 ed.). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/OECC54135.2024.10975471

@inproceedings{37de0e7d279b42d888654cc7b3cbbde0,

title = "Research on Optimizing Digital Back-Propagation using Coefficient-Optimized Fourth-Order Runge-Kutta in the Interaction Picture",

abstract = "The digital back-propagation (DBP) is a method that can eliminate the effects of dispersion and nonlinearities on the signal during the fiber transmission. The main work of this paper is to replace the split-step Fourier method (SSFM) in DBP with the Fourth-Order Runge-Kutta in interaction picture (RK4IP) for reverse transmission. The article employs Bayesian optimization algorithm (BOA) to optimize the weights of various slopes in RK4IP, making it more suitable for the DBP algorithm. This effectively improves the Q-factor of the received signal at the same complexity level. In the experiment of transmitting the 20 GBaud 16QAM signal over the standard single-mode fiber (SSMF) spanning 9×100 km, the RK4IP-based DBP algorithm achieved the maximum improvement of 0.89 dB in the Q-factor compared to the traditional SSFM-based DBP algorithm at equivalent complexity.",

keywords = "Bayesian optimization algorithm, Fourth-Order Runge-Kutta in interaction picture, digital back-propagation, nonlinear coefficient optimization",

author = "Tianjia Xu and Aiying Yang and Peng Guo and Meng Yang and Zhe Zhao and Wenkai Wan",

note = "Publisher Copyright: {\textcopyright} 2024 IEEE.; 29th Opto-Electronics and Communications Conference, OECC 2024 ; Conference date: 30-06-2024 Through 04-07-2024",

year = "2024",

doi = "10.1109/OECC54135.2024.10975471",

language = "English",

booktitle = "Proceedings of the 29th Opto-Electronics and Communications Conference, OECC 2024",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

address = "United States",

edition = "2024",

}

Xu, T, Yang, A , Guo, P, Yang, M, Zhao, Z & Wan, W 2024, Research on Optimizing Digital Back-Propagation using Coefficient-Optimized Fourth-Order Runge-Kutta in the Interaction Picture. in Proceedings of the 29th Opto-Electronics and Communications Conference, OECC 2024. 2024 edn, Institute of Electrical and Electronics Engineers Inc., 29th Opto-Electronics and Communications Conference, OECC 2024, Melbourne, Australia, 30/06/24. https://doi.org/10.1109/OECC54135.2024.10975471

Research on Optimizing Digital Back-Propagation using Coefficient-Optimized Fourth-Order Runge-Kutta in the Interaction Picture. / Xu, Tianjia; Yang, Aiying ; Guo, Peng et al.
Proceedings of the 29th Opto-Electronics and Communications Conference, OECC 2024. 2024. ed. Institute of Electrical and Electronics Engineers Inc., 2024.

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

TY - GEN

T1 - Research on Optimizing Digital Back-Propagation using Coefficient-Optimized Fourth-Order Runge-Kutta in the Interaction Picture

AU - Xu, Tianjia

AU - Yang, Aiying

AU - Guo, Peng

AU - Yang, Meng

AU - Zhao, Zhe

AU - Wan, Wenkai

PY - 2024

Y1 - 2024

N2 - The digital back-propagation (DBP) is a method that can eliminate the effects of dispersion and nonlinearities on the signal during the fiber transmission. The main work of this paper is to replace the split-step Fourier method (SSFM) in DBP with the Fourth-Order Runge-Kutta in interaction picture (RK4IP) for reverse transmission. The article employs Bayesian optimization algorithm (BOA) to optimize the weights of various slopes in RK4IP, making it more suitable for the DBP algorithm. This effectively improves the Q-factor of the received signal at the same complexity level. In the experiment of transmitting the 20 GBaud 16QAM signal over the standard single-mode fiber (SSMF) spanning 9×100 km, the RK4IP-based DBP algorithm achieved the maximum improvement of 0.89 dB in the Q-factor compared to the traditional SSFM-based DBP algorithm at equivalent complexity.

AB - The digital back-propagation (DBP) is a method that can eliminate the effects of dispersion and nonlinearities on the signal during the fiber transmission. The main work of this paper is to replace the split-step Fourier method (SSFM) in DBP with the Fourth-Order Runge-Kutta in interaction picture (RK4IP) for reverse transmission. The article employs Bayesian optimization algorithm (BOA) to optimize the weights of various slopes in RK4IP, making it more suitable for the DBP algorithm. This effectively improves the Q-factor of the received signal at the same complexity level. In the experiment of transmitting the 20 GBaud 16QAM signal over the standard single-mode fiber (SSMF) spanning 9×100 km, the RK4IP-based DBP algorithm achieved the maximum improvement of 0.89 dB in the Q-factor compared to the traditional SSFM-based DBP algorithm at equivalent complexity.

KW - Bayesian optimization algorithm

KW - Fourth-Order Runge-Kutta in interaction picture

KW - digital back-propagation

KW - nonlinear coefficient optimization

UR - https://www.scopus.com/pages/publications/105005767428

U2 - 10.1109/OECC54135.2024.10975471

DO - 10.1109/OECC54135.2024.10975471

M3 - Conference contribution

AN - SCOPUS:105005767428

BT - Proceedings of the 29th Opto-Electronics and Communications Conference, OECC 2024

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 29th Opto-Electronics and Communications Conference, OECC 2024

Y2 - 30 June 2024 through 4 July 2024

ER -

Research on Optimizing Digital Back-Propagation using Coefficient-Optimized Fourth-Order Runge-Kutta in the Interaction Picture

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Keywords

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