基于单个 VCSEL 和光反馈的光子尖峰神经元

IF 4.6 2区 物理与天体物理 Q1 OPTICS Optics and Laser Technology Pub Date : 2024-10-14 DOI:10.1016/j.optlastec.2024.111941
Jiangwei Li, Liwen Peng, Song-Sui Li, Liyue Zhang, Xing Ding, Lin Jiang, Xihua Zou, Wei Pan, Lianshan Yan
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引用次数: 0

摘要

我们提出了一种偏振选择和旋转光反馈下的垂直腔表面发射激光器(VCSEL),并对其进行了数值研究,以产生类似神经元的尖峰动态,并展示其在尖峰信息处理中的潜在功能。所提出的光反馈 VCSEL 神经元仅使用一个激光器来模拟一个神经元,而传统的光注入 VCSEL 神经元通常需要多个激光器。输入刺激是通过调制反馈强度来实现的,而输出响应则是通过测量初始非激光偏振的强度来监测的。一方面,周期性脉冲形式的强直性尖峰脉冲的产生与激光的两个正交偏振模式之间的频率差有关。另一方面,以单个突然脉冲形式产生的阶段性尖峰脉冲则归因于自注入锁定开始时的瞬态响应。系统研究表明,强直性尖峰脉冲的频率与输入的刺激强度大致成正比,而相位尖峰脉冲的临界刺激强度与激光的双折射率大致成正比。单神经元信息处理任务进一步验证了所提出的 VCSEL 神经元的潜在功能。
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Photonic spiking neuron based on a single VCSEL with optical feedback
A vertical-cavity surface-emitting laser (VCSEL) under polarization selected and rotated optical feedback has been proposed and numerically investigated to generate neuron-like spiking dynamics and to show the potential functionalities in spiking information processing. The proposed optical-feedback VCSEL-neuron employs only one laser to simulate one neuron, while conventional optical-injection VCSEL-neurons often require multiple lasers. The input stimulus is conducted by modulating the feedback strength while the output response is monitored by measuring the intensity in the initially non-lasing polarization. On the one hand, the generation of tonic spiking in the form of periodic pulses is related to the frequency difference between the laser’s two orthogonal polarization modes. On the other hand, the generation of phasic spiking in the form of a single abrupt pulse is attributed to the transient response at the onset of self-injection locking. Systematically investigations reveal that the frequency of tonic spiking is roughly proportional to the stimulus strength of input, while the critical stimulus strength of phasic spiking is roughly proportional to the birefringence rate of laser. The potential functionalities of proposed VCSEL-neuron are further verified by single neuron information processing tasks.
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来源期刊
CiteScore
8.50
自引率
10.00%
发文量
1060
审稿时长
3.4 months
期刊介绍: Optics & Laser Technology aims to provide a vehicle for the publication of a broad range of high quality research and review papers in those fields of scientific and engineering research appertaining to the development and application of the technology of optics and lasers. Papers describing original work in these areas are submitted to rigorous refereeing prior to acceptance for publication. The scope of Optics & Laser Technology encompasses, but is not restricted to, the following areas: •development in all types of lasers •developments in optoelectronic devices and photonics •developments in new photonics and optical concepts •developments in conventional optics, optical instruments and components •techniques of optical metrology, including interferometry and optical fibre sensors •LIDAR and other non-contact optical measurement techniques, including optical methods in heat and fluid flow •applications of lasers to materials processing, optical NDT display (including holography) and optical communication •research and development in the field of laser safety including studies of hazards resulting from the applications of lasers (laser safety, hazards of laser fume) •developments in optical computing and optical information processing •developments in new optical materials •developments in new optical characterization methods and techniques •developments in quantum optics •developments in light assisted micro and nanofabrication methods and techniques •developments in nanophotonics and biophotonics •developments in imaging processing and systems
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