基于频率编码光子尖峰神经元的全光逻辑运算

IF 2 3区 物理与天体物理 Q3 OPTICS Applied Physics B Pub Date : 2024-10-22 DOI:10.1007/s00340-024-08339-1
Xue Wu, Fei Wang, Xi Tang, Xiaodong Lin, Lin Ma, Yanchao Wang, Zhengmao Wu, Wenyan Yang, Tao Deng
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引用次数: 0

摘要

我们提出了基于受激光子尖峰分布反馈半导体激光器(DFB)的频率开关尖峰编码全光逻辑运算,并对其进行了数值演示。研究结果表明,在不同强度和失谐频率的光注入下,DFB 可以表现出类似神经元的动态行为。利用频率切换引起的尖峰响应,可以将二进制数据编码到尖峰中,并实现稳定的尖峰响应序列,其速度比生物神经元快 8 个数量级。此外,还可在单个光子尖峰神经元中实现可重构的全光逻辑运算,包括 OR、AND 和 XOR,并讨论了注入系数、持续时间和两个连续触发信号之间的时间延迟对 XOR 逻辑运算的影响。这种基于频率编码的尖峰 DFB 神经元可为全光逻辑运算和未来的光子尖峰神经网络开辟一条新路。
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All-optical logical operations based on frequency-encoded photonic spiking neuron

We propose and numerically demonstrate all-optical logical operations using frequency-switched spiking encoding based on excited photonic spiking distributed feedback semiconductor lasers (DFBs). The results reveal that, DFBs can exhibit the neuron-like dynamic behaviors under optical injection with different intensity and detuning frequency. Utilizing the spiking responses induced by frequency switching, binary data can be encoded into spikes and stable spiking response sequence with 8 orders of magnitude faster than that from biological neurons can be achieved. Furthermore, the reconfigurable all-optical logical operations including OR, AND, XOR can be implemented in a single photonic spiking neuron, and the effects of injection coefficient, duration time and the time delay between two continuous trigger signals on XOR logical operation are discussed. This proposed frequency-encoding-based spiking DFB neuron can pave a new way for all-optical logical operations and future photonic spiking neural network.

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来源期刊
Applied Physics B
Applied Physics B 物理-光学
CiteScore
4.00
自引率
4.80%
发文量
202
审稿时长
3.0 months
期刊介绍: Features publication of experimental and theoretical investigations in applied physics Offers invited reviews in addition to regular papers Coverage includes laser physics, linear and nonlinear optics, ultrafast phenomena, photonic devices, optical and laser materials, quantum optics, laser spectroscopy of atoms, molecules and clusters, and more 94% of authors who answered a survey reported that they would definitely publish or probably publish in the journal again Publishing essential research results in two of the most important areas of applied physics, both Applied Physics sections figure among the top most cited journals in this field. In addition to regular papers Applied Physics B: Lasers and Optics features invited reviews. Fields of topical interest are covered by feature issues. The journal also includes a rapid communication section for the speedy publication of important and particularly interesting results.
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