Emulating Dendritic Computing Paradigms on Analog Neuromorphic Hardware.

AdEx neuron model accelerated technology mixed-signal neuromorphic multi-compartmental models physical model

Journal

Neuroscience
ISSN: 1873-7544
Titre abrégé: Neuroscience
Pays: United States
ID NLM: 7605074

Informations de publication

Date de publication:
01 05 2022
Historique:
received: 09 03 2021
revised: 10 08 2021
accepted: 11 08 2021
pubmed: 25 8 2021
medline: 27 4 2022
entrez: 24 8 2021
Statut: ppublish

Résumé

BrainScaleS-2 is an accelerated and highly configurable neuromorphic system with physical models of neurons and synapses. Beyond networks of spiking point neurons, it allows for the implementation of user-defined neuron morphologies. Both passive propagation of electric signals between compartments as well as dendritic spikes and plateau potentials can be emulated. In this paper, three multi-compartment neuron morphologies are chosen to demonstrate passive propagation of postsynaptic potentials, spatio-temporal coincidence detection of synaptic inputs in a dendritic branch, and the replication of the BAC burst firing mechanism found in layer 5 pyramidal neurons of the neocortex.

Identifiants

pubmed: 34428499
pii: S0306-4522(21)00421-8
doi: 10.1016/j.neuroscience.2021.08.013
pii:
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

290-300

Informations de copyright

Copyright © 2022 IBRO. Published by Elsevier Ltd.. All rights reserved.

Déclaration de conflit d'intérêts

Declaration of Competing Interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Auteurs

Jakob Kaiser (J)

Heidelberg University, Kirchhoff-Institute for Physics, Germany.

Sebastian Billaudelle (S)

Heidelberg University, Kirchhoff-Institute for Physics, Germany.

Eric Müller (E)

Heidelberg University, Kirchhoff-Institute for Physics, Germany.

Christian Tetzlaff (C)

University of Göttingen, Third Institute of Physics, Germany.

Johannes Schemmel (J)

Heidelberg University, Kirchhoff-Institute for Physics, Germany.

Sebastian Schmitt (S)

University of Göttingen, Third Institute of Physics, Germany. Electronic address: sebastian.schmitt@phys.uni-goettingen.de.

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Classifications MeSH