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Adiabatic leaky integrate and fire neurons with refractory period for ultra low energy neuromorphic computing

Massarotto, Marco
•
Saggini, Stefano
•
Loghi, Mirko
•
Esseni, David
2024
  • journal article

Periodico
npj Unconventional Computing
Abstract
In recent years, the in-memory-computing in charge domain has gained significant interest as a promising solution to further enhance the energy efficiency of neuromorphic hardware. In this work, we explore the synergy between the brain-inspired computation and the adiabatic paradigm by presenting an adiabatic Leaky Integrate-and-Fire neuron in 180 nm CMOS technology, that is able to emulate the most important primitives for a valuable neuromorphic computation, such as the accumulation of the incoming input spikes, an exponential leakage of the membrane potential and a tunable refractory period. Differently from previous contributions in the literature, our design can exploit both the charging and recovery phases of the adiabatic operation to ensure a seamless and continuous computation, all the while exchanging energy with the power supply with an efficiency higher than 90% over a wide range of resonance frequencies, and even surpassing 99% for the lowest frequencies. Our simulations unveil a minimum energy per synaptic operation of 470 fJ at a 500 kHz resonance frequency, which yields a 9x energy saving with respect to a non-adiabatic operation.
DOI
10.1038/s44335-024-00013-1
Archivio
https://hdl.handle.net/11390/1295266
https://doi.org/10.1038/s44335-024-00013-1
https://ricerca.unityfvg.it/handle/11390/1295266
Diritti
open access
license:creative commons
license:creative commons
license uri:http://creativecommons.org/licenses/by-nc-nd/4.0/
license uri:http://creativecommons.org/licenses/by-nc-nd/4.0/
Soggetti
  • Charge-domain in-memo...

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