Geraldo Gomes, Pedro Freire, Jaroslaw E. Prilepsky, Sergei K. Turitsyn
{"title":"用几何聚类技术实现色散补偿的硬件效率","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":"{\"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}","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}
Geometric Clustering for Hardware-Efficient Implementation of Chromatic Dispersion Compensation
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.