Low complexity exponential pruning learned digital back-propagation method for fiber nonlinearity mitigation.

IF 3.3 2区 物理与天体物理 Q2 OPTICS Optics letters Pub Date : 2025-03-15 DOI:10.1364/OL.555981
Lyu Li, Zekun Niu, Hang Yang, Junzhe Xiao, Guozhi Xu, Weisheng Hu, Lilin Yi
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Abstract

Learned digital back-propagation (LDBP) is emerging as a promising solution to mitigate the nonlinear fiber distortions that limit the capacity of optical communications. However, the computational complexity of LDBP, which is affected by dispersion compensation, will increase significantly as optical communications move toward higher baud rates and longer transmission distances. Herein, we propose what we believe to be a novel method called exponential pruning LDBP (EP-LDBP), which is achieved by pruning the redundant LDBP taps with adjustable parameters. Experimental results show that EP-LDBP achieves a 61.5% reduction in computational complexity compared to LDBP in frequency domain without sacrificing compensation performance in a 21-channel wavelength division multiplexing (WDM) transmission over 1600 km fiber using 60 Gbaud 16-ary quadrature amplitude modulation (16QAM). Furthermore, our analysis of EP-LDBP under varying baud rates (30-60 G) and transmission distances (400-1600 km) demonstrates its superior potential in reducing complexity, thus aligning more effectively with the evolving landscape of optical fiber communications.

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低复杂度指数剪枝学习数字反向传播光纤非线性减缓方法。
学习数字反向传播(LDBP)是一种很有前途的解决方案,可以缓解限制光通信容量的非线性光纤畸变。然而,随着光通信向更高的波特率和更长的传输距离发展,受色散补偿的影响,LDBP的计算复杂度将显著增加。在此,我们提出了一种我们认为是一种新颖的方法,称为指数修剪LDBP (EP-LDBP),它通过修剪具有可调参数的冗余LDBP开关来实现。实验结果表明,EP-LDBP在使用60 Gbaud 16-ary正交调幅(16QAM)的1600 km光纤传输21通道波分复用(WDM)时,在不牺牲补偿性能的情况下,在频域比LDBP的计算复杂度降低了61.5%。此外,我们在不同波特率(30-60 G)和传输距离(400-1600 km)下对EP-LDBP的分析表明,它在降低复杂性方面具有卓越的潜力,从而更有效地适应光纤通信的发展前景。
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来源期刊
Optics letters
Optics letters 物理-光学
CiteScore
6.60
自引率
8.30%
发文量
2275
审稿时长
1.7 months
期刊介绍: The Optical Society (OSA) publishes high-quality, peer-reviewed articles in its portfolio of journals, which serve the full breadth of the optics and photonics community. Optics Letters offers rapid dissemination of new results in all areas of optics with short, original, peer-reviewed communications. Optics Letters covers the latest research in optical science, including optical measurements, optical components and devices, atmospheric optics, biomedical optics, Fourier optics, integrated optics, optical processing, optoelectronics, lasers, nonlinear optics, optical storage and holography, optical coherence, polarization, quantum electronics, ultrafast optical phenomena, photonic crystals, and fiber optics. Criteria used in determining acceptability of contributions include newsworthiness to a substantial part of the optics community and the effect of rapid publication on the research of others. This journal, published twice each month, is where readers look for the latest discoveries in optics.
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