Geometric Clustering for Hardware-Efficient Implementation of Chromatic Dispersion Compensation

Geraldo Gomes, Pedro Freire, Jaroslaw E. Prilepsky, Sergei K. Turitsyn
{"title":"Geometric Clustering for Hardware-Efficient Implementation of Chromatic Dispersion Compensation","authors":"Geraldo Gomes, Pedro Freire, Jaroslaw E. Prilepsky, Sergei K. Turitsyn","doi":"arxiv-2409.10416","DOIUrl":null,"url":null,"abstract":"Power efficiency remains a significant challenge in modern optical fiber\ncommunication systems, driving efforts to reduce the computational complexity\nof digital signal processing, particularly in chromatic dispersion compensation\n(CDC) algorithms. While various strategies for complexity reduction have been\nproposed, many lack the necessary hardware implementation to validate their\nbenefits. This paper provides a theoretical analysis of the tap overlapping\neffect in CDC filters for coherent receivers, introduces a novel Time-Domain\nClustered Equalizer (TDCE) technique based on this concept, and presents a\nField-Programmable Gate Array (FPGA) implementation for validation. We\ndeveloped an innovative parallelization method for TDCE, implementing it in\nhardware for fiber lengths up to 640 km. A fair comparison with the\nstate-of-the-art frequency domain equalizer (FDE) under identical conditions is\nalso conducted. Our findings highlight that implementation strategies,\nincluding parallelization and memory management, are as crucial as\ncomputational complexity in determining hardware complexity and energy\nefficiency. The proposed TDCE hardware implementation achieves up to 70.7\\%\nenergy savings and 71.4\\% multiplier usage savings compared to FDE, despite its\nhigher computational complexity.","PeriodicalId":501034,"journal":{"name":"arXiv - EE - Signal Processing","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2024-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - EE - Signal Processing","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.10416","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Power efficiency remains a significant challenge in modern optical fiber communication systems, driving efforts to reduce the computational complexity of digital signal processing, particularly in chromatic dispersion compensation (CDC) algorithms. While various strategies for complexity reduction have been proposed, many lack the necessary hardware implementation to validate their benefits. This paper provides a theoretical analysis of the tap overlapping effect in CDC filters for coherent receivers, introduces a novel Time-Domain Clustered Equalizer (TDCE) technique based on this concept, and presents a Field-Programmable Gate Array (FPGA) implementation for validation. We developed an innovative parallelization method for TDCE, implementing it in hardware for fiber lengths up to 640 km. A fair comparison with the state-of-the-art frequency domain equalizer (FDE) under identical conditions is also conducted. Our findings highlight that implementation strategies, including parallelization and memory management, are as crucial as computational complexity in determining hardware complexity and energy efficiency. The proposed TDCE hardware implementation achieves up to 70.7\% energy savings and 71.4\% multiplier usage savings compared to FDE, despite its higher computational complexity.
用几何聚类技术实现色散补偿的硬件效率
在现代光纤通信系统中,功率效率仍然是一个重大挑战,这促使人们努力降低数字信号处理的计算复杂度,尤其是色散补偿(CDC)算法的计算复杂度。虽然已经提出了各种降低复杂性的策略,但许多策略都缺乏必要的硬件实现来验证其优势。本文从理论上分析了相干接收机 CDC 滤波器中的抽头重叠效应,介绍了基于这一概念的新型时域集群均衡器 (TDCE) 技术,并提出了用于验证的现场可编程门阵列 (FPGA) 实现方法。我们为 TDCE 开发了一种创新的并行化方法,并在硬件中实现了该方法,适用于最长达 640 千米的光纤。我们还在相同条件下与最先进的频域均衡器(FDE)进行了公平比较。我们的研究结果突出表明,包括并行化和内存管理在内的实现策略与计算复杂度一样,对决定硬件复杂度和能效至关重要。与 FDE 相比,拟议的 TDCE 硬件实现实现了高达 70.7% 的能耗节省和 71.4% 的乘法器使用节省,尽管其计算复杂度更高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信