Phase-space analysis of a two-section InP laser as an all-optical spiking neuron: dependency on control and design parameters
Lukas Puts, Daan Lenstra, Kevin Williams, Weiming Yao

TL;DR
This paper models a two-section InP laser as an all-optical neuron, analyzing how control parameters influence its excitable operation mode using phase-space analysis.
Contribution
It introduces a rate-equation based model for an integrated InP laser neuron, demonstrating multiple operation modes and the effects of design parameters on excitable behavior.
Findings
Lowering cavity mirror reflectivity expands excitable operation parameter space.
The model demonstrates four operation modes including excitable mode.
Adjusting control parameters enables relaxed operation and lower power consumption.
Abstract
Using a rate-equation model we numerically evaluate the carrier concentration and photon number in an integrated two-section semiconductor laser, and analyse its dynamics in three-dimensional phase space. The simulation comprises compact model descriptions extracted from a commercially-available generic InP technology platform, allowing us to model an applied reverse-bias voltage to the saturable absorber. We use the model to study the influence of the injected gain current, reverse-bias voltage, and cavity mirror reflectivity on the excitable operation state, which is the operation mode desired for the laser to act as an all-optical integrated neuron. We show in phase-space that our model is capable of demonstrating four different operation modes, i.e. cw, self-pulsating and an on-set and excitable mode under optical pulse injection. In addition, we show that lowering the reflectivity…
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Taxonomy
TopicsNeural Networks and Reservoir Computing · Photonic and Optical Devices · Photoreceptor and optogenetics research
