Plasticity and Adaptation in Neuromorphic Biohybrid Systems.
Bioengineering
Computer Hardware
Computing Methodology
Neuroscience
Journal
iScience
ISSN: 2589-0042
Titre abrégé: iScience
Pays: United States
ID NLM: 101724038
Informations de publication
Date de publication:
23 Oct 2020
23 Oct 2020
Historique:
entrez:
21
10
2020
pubmed:
22
10
2020
medline:
22
10
2020
Statut:
epublish
Résumé
Neuromorphic systems take inspiration from the principles of biological information processing to form hardware platforms that enable the large-scale implementation of neural networks. The recent years have seen both advances in the theoretical aspects of spiking neural networks for their use in classification and control tasks and a progress in electrophysiological methods that is pushing the frontiers of intelligent neural interfacing and signal processing technologies. At the forefront of these new technologies, artificial and biological neural networks are tightly coupled, offering a novel "biohybrid" experimental framework for engineers and neurophysiologists. Indeed, biohybrid systems can constitute a new class of neuroprostheses opening important perspectives in the treatment of neurological disorders. Moreover, the use of biologically plausible learning rules allows forming an overall fault-tolerant system of co-developing subsystems. To identify opportunities and challenges in neuromorphic biohybrid systems, we discuss the field from the perspectives of neurobiology, computational neuroscience, and neuromorphic engineering.
Identifiants
pubmed: 33083749
doi: 10.1016/j.isci.2020.101589
pii: S2589-0042(20)30781-1
pmc: PMC7554028
doi:
Types de publication
Journal Article
Review
Langues
eng
Pagination
101589Informations de copyright
© 2020 The Author(s).
Déclaration de conflit d'intérêts
The following authors have been involved in the following European Union's Horizon 2020 projects reported as part of this review: “RAMP” (GA n. 612058, S.V., R.G., and C.M.); “SYNCH” (GA n. 824162, S.V., R.G., and C.M); “Brainbow” (GA n. 284772, T.L. and M.C.); “Coronet” (GA n. 269459, J.P. and C.M.).
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