神经形态工程学
光子学
计算机科学
极化(电化学)
光学
异或门
偏移量(计算机科学)
物理
人工神经网络
算法
人工智能
逻辑门
程序设计语言
化学
物理化学
作者
Shihao Zhao,Shuiying Xiang,Zi-Wei Song,Yahui Zhang,Xing Cao,Aijun Wen,Yue Hao
出处
期刊:Applied Optics
[Optica Publishing Group]
日期:2022-06-17
卷期号:61 (19): 5823-5823
摘要
We experimentally and numerically propose an approach for implementing spike-based neuromorphic exclusive OR (XOR) operation using a single vertical-cavity semiconductor optical amplifier (VCSOA). XOR operation is realized based on the neuron-like inhibitory dynamics of the VCSOA subject to dual-polarized pulsed optical injections. The inhibitory dynamics based on the polarization-mode competition effect are analyzed, and the inhibitory response can be obtained in a suitable range of wavelength detuning. Here, all input and output bits are represented by spikes that are compatible with the photonic spiking neural network. The experimental and numerical results show that XOR operation can be realized in two polarization modes by adjusting the time offset in the inhibitory window and setting defined reference thresholds. In addition, the influences of delay time and input intensity ratio on XOR operation are studied experimentally. This scheme is energy efficient because VCSOA neuromorphic photonics computing and information processing.
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