Controlled Propagation of Spiking Dynamics in Vertical-Cavity Surface-Emitting Lasers: Towards Neuromorphic Photonic Networks

被引:104
作者
Deng, Tao [1 ,2 ]
Robertson, Joshua [2 ]
Hurtado, Antonio [2 ]
机构
[1] Southwest Univ, Sch Phys Sci & Technol, Chongqing 400715, Peoples R China
[2] Univ Strathclyde, Inst Photon, SUPA Dept Phys, Glasgow G1 1RD, Lanark, Scotland
基金
英国工程与自然科学研究理事会; 中国国家自然科学基金;
关键词
Vertical-cavity surface-emitting lasers (VCSELs); neuromorphic photonics; photonic neurons; spiking; photonic spiking processing; SEMICONDUCTOR-LASER; NEURON; EXCITABILITY; GENERATION; OPERATION; SYNAPSES; VCSEL; ARRAY;
D O I
10.1109/JSTQE.2017.2685140
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We report experimentally and in theory on the controllable propagation of spiking regimes between two interlinked vertical-cavity surface-emitting lasers (VCSELs). We show that spiking patterns generated in a first transmitter VCSEL (T-VCSEL) are communicated to a second receiver VCSEL (R-VCSEL), which responds by firing the same spiking response. Importantly, the spiking regimes from both devices had analogous temporal and amplitude characteristics, including equal number of spikes fired, same spike and interspike temporal durations, and similar spike intensity properties. These responses are analogous to the spiking communication patterns of biological neurons yet at subnanosecond speeds, this is several (up to 8) orders of magnitude faster than the timescales of biological neurons. We have also carried out numerical simulations reproducing with high degree of agreement the experimental findings. These results obtained with inexpensive, commercially available VCSELs operating at important telecom wavelengths (1300 nm) offer great prospects for the scaling of emerging VCSEL-based photonic neuronal models into network configurations for use in novel neuromorphic photonic systems. This offers high potentials for nontraditional computing paradigms beyond digital systems and able to operate at ultrafast speeds.
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页数:8
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