Geometric Clustering for Hardware-Efficient Implementation of Chromatic Dispersion Compensation

Abstract

Power efficiency is a major challenge in modern optical fiber communication, driving efforts to reduce the computational complexity of chromatic dispersion compensation (CDC) algorithms. While various reduction strategies exist, many lack hardware implementations to validate their practical benefits regarding energy efficiency and hardware resource usage. This paper analyzes the tap overlapping effect in CDC filters for coherent receivers, introduces in detail the Time-Domain Clustered Equalizer (TDCE) to leverage this effect, and presents the validation through FPGA implementation for fiber lengths up to 640 km. Furthermore, we introduce an innovative parallelization method, and evaluate the memory impact on energy efficiency, chip area, and resource utilization. A fair comparison is conducted against the state-of-the-art frequency-domain equalizer (FDE). Furthermore, we demonstrate that TDCE is compatible with machine learning optimization, enabling up to 33.3% complexity reduction. Our findings highlight that implementation strategies—such as parallelization and memory organization—are as crucial as computational complexity in determining hardware efficiency. Despite TDCE's higher theoretical computational complexity, its optimized hardware implementation achieves up to 70.7% energy savings and a 71.4% reduction in multiplier usage compared to FDE. These results emphasize that computational complexity alone is not a reliable predictor of energy efficiency and multiplier usage in CDC filters.

Publication DOI: https://doi.org/10.1109/JLT.2025.3553443
Divisions: College of Engineering & Physical Sciences > Aston Institute of Photonics Technology (AIPT)
Funding Information: SKT acknowledges the EPSRC project TRANSNET (EP/R035342/1).
Additional Information: This accepted manuscript version is licensed under the Creative Commons Attribution License CC BY [https://creativecommons.org/licenses/by/4.0/], which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Uncontrolled Keywords: Hardware,Equalizers,Energy efficiency,Time-domain analysis,Redundancy,Optical fiber dispersion,Machine learning,Indexes,Field programmable gate arrays,Computational complexity
Publication ISSN: 1558-2213
Last Modified: 01 Apr 2025 11:29
Date Deposited: 31 Mar 2025 17:18
Full Text Link:
Related URLs: https://ieeexpl ... ument/10937226/ (Publisher URL)
PURE Output Type: Article
Published Date: 2025-03-21
Published Online Date: 2025-03-21
Accepted Date: 2025-03-01
Authors: Gomes, Geraldo
Freire, Pedro
Prilepsky, Jaroslaw E. (ORCID Profile 0000-0002-3035-4112)
Turitsyn, Sergei K. (ORCID Profile 0000-0003-0101-3834)

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Version: Accepted Version

License: Creative Commons Attribution


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