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Challenges hindering memristive neuromorphic hardware from going mainstream

Challenges hindering memristive neuromorphic hardware from going mainstream
Challenges hindering memristive neuromorphic hardware from going mainstream

Memristive devices have elicited intense research in the past decade thanks to their inherent low voltage operation, multi-bit storage and cost-effective manufacturability. Nonetheless, several outstanding performance and manufacturability challenges have prevented the widespread industry adoption of redox-based memristive matrices. Here, we discuss these challenges in terms of key metrics and propose a roadmap towards realizing competitive memristive-based neuromorphic processing systems.

Adam, Gina C.
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Khiat, Ali
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Prodromakis, Themis
d58c9c10-9d25-4d22-b155-06c8437acfbf
Adam, Gina C.
0d8ab784-dce9-41b3-baff-69f5ef54c328
Khiat, Ali
bf549ddd-5356-4a7d-9c12-eb6c0d904050
Prodromakis, Themis
d58c9c10-9d25-4d22-b155-06c8437acfbf

Adam, Gina C., Khiat, Ali and Prodromakis, Themis (2018) Challenges hindering memristive neuromorphic hardware from going mainstream. Nature Communications, 9 (1), [5267]. (doi:10.1038/s41467-018-07565-4).

Record type: Letter

Abstract

Memristive devices have elicited intense research in the past decade thanks to their inherent low voltage operation, multi-bit storage and cost-effective manufacturability. Nonetheless, several outstanding performance and manufacturability challenges have prevented the widespread industry adoption of redox-based memristive matrices. Here, we discuss these challenges in terms of key metrics and propose a roadmap towards realizing competitive memristive-based neuromorphic processing systems.

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Accepted/In Press date: 12 November 2018
e-pub ahead of print date: 10 December 2018
Published date: December 2018
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Identifiers

Local EPrints ID: 427012
URI: http://eprints.soton.ac.uk/id/eprint/427012
DOI: doi:10.1038/s41467-018-07565-4
PURE UUID: 6f8c1942-28af-470b-956d-2b74f83ca5e9
ORCID for Themis Prodromakis: ORCID iD orcid.org/0000-0002-6267-6909

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Date deposited: 20 Dec 2018 17:30
Last modified: 05 Jun 2024 18:07

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Contributors

Author: Gina C. Adam
Author: Ali Khiat
Author: Themis Prodromakis ORCID iD

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