Ultrafast Temporal Integration and Pattern Recognition with Photonic-Electronic RTD Spiking Neurons

We demonstrate integrate-and-fire behaviour in Photonic-Electronic RTD spiking neurons. Operating with ultrafast optical input pulses (<100’s ps-long), temporal integration produces neuromorphic spiking responses that enable RTD neurons to successfully recognize 4-bit binary patterns.

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Published
2024-11-10
DOI
https://doi.org/10.1109/ipc60965.2024.10799637
Citations
1
Primary Topic
Neural Networks and Reservoir Computing
Type
article
Field-Weighted Citation Impact
0.35

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Ultrafast Temporal Integration and Pattern Recognition with Photonic-Electronic RTD Spiking Neurons

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Ultrafast Temporal Integration and Pattern Recognition with Photonic-Electronic RTD Spiking Neurons

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article en
1 citations

Abstract

We demonstrate integrate-and-fire behaviour in Photonic-Electronic RTD spiking neurons. Operating with ultrafast optical input pulses (<100’s ps-long), temporal integration produces neuromorphic spiking responses that enable RTD neurons to successfully recognize 4-bit binary patterns.

University of Lisbon (PT), University of Strathclyde (GB), International Iberian Nanotechnology Laboratory (PT), University of Glasgow (GB), Eindhoven University of Technology (NL)
UK Research and Innovation, European Commission, Engineering and Physical Sciences Research Council
Affordable and clean energy
Openalex Percentile: Top 30%
Neural Networks and Reservoir Computing
0.35
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