Photonic-electronic spiking neuron with multi-modal and multi-wavelength excitatory and inhibitory operation for high-speed neuromorphic sensing and computing

被引:0
|
作者
Zhang, Weikang [1 ]
Hejda, Matej [1 ]
Al-Taai, Qusay Raghib Ali [2 ]
Owen-Newns, Dafydd [1 ]
Romeira, Bruno [3 ]
Figueiredo, Jose M. L. [4 ]
Robertson, Joshua [1 ]
Wasige, Edward [2 ]
Hurtado, Antonio [1 ]
机构
[1] Univ Strathclyde, Inst Photon, SUPA Dept Phys, Glasgow, Scotland
[2] Univ Glasgow, High Frequency Elect Grp, Glasgow, Scotland
[3] Ultrafast Bio & Nanophoton Grp, Int Iberian Nanotechnol Lab, Braga, Portugal
[4] Univ Lisbon, Fac Ciencias, Centra Ciencias & Dept Fis, Lisbon, Portugal
来源
NEUROMORPHIC COMPUTING AND ENGINEERING | 2024年 / 4卷 / 04期
基金
英国科研创新办公室; 欧盟地平线“2020”;
关键词
resonant tunnelling diode-photodiode; neuromorphic photonics; spiking neural networks;
D O I
10.1088/2634-4386/ad8df8
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 a multi-modal spiking neuron that allows optical and electronic input and control, and wavelength-multiplexing operation, for use in novel high-speed neuromorphic sensing and computing functionalities. The photonic-electronic neuron is built with a micro-scale, nanostructure resonant tunnelling diode (RTD) with photodetection (PD) capability. Leveraging the advantageous intrinsic properties of this RTD-PD system, namely highly nonlinear characteristics, photo-sensitivity, light-induced I - V curve shift, and the ability to deliver excitable responses under electrical and optical inputs, we successfully achieve flexible neuromorphic spike activation and inhibition regimes through photonic-electrical control. We also demonstrate the ability of this RTD-PD spiking sensing-processing neuron to operate under the simultaneous arrival of multiple wavelength-multiplexed optical signals, due to its large PD spectral window (covering the 1310 and 1550 nm telecom wavelength bands). Our results highlight the potential of RTD photonic-electronic neurons to reproduce multiple key excitatory and inhibitory spiking regimes, at high speed (10 s of ns-rate spiking responses, with faster sub-ns regimes theoretically predicted) and low energy (requiring only similar to 10 mV and similar to 150 mu W, electrical and optical input amplitudes, respectively), similar in nature to those commonly found in the biological neurons of the visual system and the brain. This work offers a highly promising approach for the realisation of high-speed, energy-efficient photonic-electronic spiking neurons and spiking neural networks, enabling multi-modal and multi-wavelength operation for sensing and information processing tasks, whilst also yielding enhanced system capacity, performance and parallelism. This work therefore paves the way for innovative high-speed, photonic-electronic, and spike-based neuromorphic sensing and computing systems and artificial intelligence hardware.
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页数:13
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