This is the authors' abstract. We don't add key points for this paper.
This paper summarizes various experimental results on the characterization of the novel spiking membrane lasers on SiO2/Si and their spiking dynamics. The ultra-thin (<350-nm-thick) membrane III-V on SiO2/Si structure results in a very high optical confinement factor which is suitable for both increasing processing speeds and minimizing power consumptions. Moreover, for spiking generation we rely on bi-modal dynamics based on integrated optical feedback, which is a more efficient approach than other methods that rely on (slower) carrier-photon dynamics. Based on this, we report the first (to the best of our knowledge) bi-modal spiking laser capable of producing spikes via electrical inputs, suitable for various multiplexing approaches. Aiming to go beyond the state-of-the-art, the list of achievements in the present work includes demonstrated novel electro-optic excitability using up to 60 GBaud electrical input pulses, spiking rates of more than 12.5 GHz, spikes pulse widths of ∼10 ps, static operating energies in the order of ∼1 pJ/spike, and threshold energies of few ∼100 fJ/spike. Noticeable spiking effect stability and reproducibility are also reported. We believe that these results pave the way towards future multi-neuron membrane photonic spiking neural networks and neuromorphic photonic systems-on-chip, offering enhanced processing speeds, scalability, and energy-efficiency for AI applications.
Answers are grounded in this paper and cite their sources.
No takes yet. Share an insight, caveat, or question.
Diamantopoulos et al. (2024) studied this question.
Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context: