IF 3.1 2区 物理与天体物理 Q2 OPTICS
Optics letters Pub Date : 2025-04-01 DOI:10.1364/OL.557054
Dengfei Tang, En Liang, Haibin Zhao, Ziwei Li
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引用次数: 0

摘要

受神经网络的启发,水库计算(RC)在处理复杂任务(如识别和分类)方面获得了极大关注。大多数蓄水池计算的实现都局限于软件,这限制了处理速度,因为在以前的工作中,蓄水池的输出通常是通过缓慢的数字离线后处理来处理的。为了解决这些限制,我们提出了一种解决方案,将非线性延时光电振荡器(OEO)与集成空间光子处理器(ISPP)相结合,用于在线水库输出处理。这种方法同时利用了时间多路复用和空间处理技术,实现了高速并行硬件实施。我们利用具有 64 个节点的光子蓄水池提高了可见光通信(VLC)信号的调制格式识别(MFR)性能。在 1.2 米长的可见光通信传输链路上以 2 Gbps 的数据传输速率对 16 种广泛使用的调制格式进行的测试表明,这种时空多路复用技术可以准确地对所有格式进行分类,总体准确率达到 99.5%,是目前最先进的技术。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
All-optical implementation of an optoelectronic oscillator reservoir computer with an integrated spatial photonic processor.

Reservoir computing (RC), inspired by neural networks, has gained significant attention for tackling complex tasks such as recognition and classification. Most RC implementations are limited to software, which restricts processing speed, as reservoir outputs are often processed through slow, digital offline post-processing in previous work. To address these constraints, we propose a solution that combines a nonlinear time-delayed optoelectronic oscillator (OEO) with an integrated spatial photonic processor (ISPP) for online reservoir output processing. This approach leverages both temporal multiplexing and spatial processing, enabling high-speed, and parallel hardware implementation. We achieve enhanced performance in modulation format recognition (MFR) for visible light communication (VLC) signals using a photonic reservoir with 64 nodes. Tests on 16 widely used modulation formats at a 2 Gbps data rate over a 1.2 m VLC transmission link demonstrate that this spatiotemporal multiplexing technique can accurately classify all formats, achieving a state-of-the-art overall accuracy of 99.5%.

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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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