1. Leaky Integrate-and-Fire Mechanism in Exciton-Polariton Condensates for Photonic Spiking Neurons
- Author
-
Tyszka, K., Furman, M., Mirek, R., Kr��l, M., Opala, A., Seredy��ski, B., Suffczy��ski, J., Pacuski, W., Matuszewski, M., Szczytko, J., and Pi��tka, B.
- Subjects
Condensed Matter::Quantum Gases ,Computer Science::Emerging Technologies ,Quantitative Biology::Neurons and Cognition ,Condensed Matter::Other ,FOS: Physical sciences ,Physics::Optics ,Optics (physics.optics) ,Physics - Optics - Abstract
This paper introduces a new approach to neuromorphic photonics in which microcavities exhibiting strong exciton-photon interaction may serve as building blocks of optical spiking neurons. The experimental results demonstrate the intrinsic property of exciton-polaritons to resemble the Leaky Integrate-and-Fire spiking mechanism. It is shown that exciton-polariton microcavities when non-resonantly pumped with a pulsed laser exhibit leaky-integration due to relaxation of the excitonic reservoir, threshold-and-fire mechanism due to transition to Bose-Einstein condensate, and resetting due to stimulated emission of photons. These effects, evidenced in photoluminescence characteristics, arise within sub-ns timescales. The presented approach provides means for energy-efficient ultrafast processing of spike-like laser pulses at the level below 1 pJ/spike.
- Published
- 2021