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Updated: Aug 14, 2025

Quasi-light Storage for Optical Data Packets
Published on: February 6, 2014
C-band 100-GBaud/λ PAM-4 transmission enabled by hardware-efficient nonlinear equalizer with weight-sharing pruning
We developed a hardware-efficient Volterra equalizer with weight-sharing pruning (VE-WSP) to reduce computational complexity in intensity-modulation direct-detection (IM-DD) systems. This method significantly cuts computations without impacting performance, enabling faster data transmission.
Area of Science:
- Optical Communications
- Signal Processing
- Digital Signal Processing
Background:
- Intensity-modulation direct-detection (IM-DD) systems face linear and nonlinear impairments.
- Volterra nonlinear equalizers (VNLEs) mitigate these issues but suffer from high computational complexity.
- Reducing computational load is crucial for practical VNLE applications in high-speed optical systems.
Purpose of the Study:
- To propose a hardware-efficient Volterra equalizer with weight-sharing pruning (VE-WSP).
- To significantly reduce the computational complexity of VNLEs.
- To maintain or improve equalization performance in IM-DD systems.
Main Methods:
- Implemented a weight-sharing strategy using the k-means++ clustering algorithm.
- Applied pruning based on ranked cluster centroid weights.
- Experimentally verified the VE-WSP in a C-band 100-GBaud/λ PAM-4 transmission system over 1-km standard single-mode fiber (SSMF).
Main Results:
- The VE-WSP achieved the 20% soft-decision forward error correction (SD-FEC) threshold in the experimental setup.
- Reduced computational complexity by 51% for multiplications and 21% for additions compared to standard VNLE.
- Demonstrated effective mitigation of impairments without performance degradation.
Conclusions:
- The proposed VE-WSP offers a hardware-efficient solution for VNLEs in IM-DD systems.
- VE-WSP significantly reduces computational complexity while preserving equalization performance.
- This approach enables high-speed optical transmission, meeting stringent error correction thresholds.
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