Challenges hindering memristive neuromorphic hardware from going mainstream
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 a...
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Nature Portfolio
2018
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oai:doaj.org-article:8796f5c064f043048707bb640e71c9022021-12-02T15:34:04ZChallenges hindering memristive neuromorphic hardware from going mainstream10.1038/s41467-018-07565-42041-1723https://doaj.org/article/8796f5c064f043048707bb640e71c9022018-12-01T00:00:00Zhttps://doi.org/10.1038/s41467-018-07565-4https://doaj.org/toc/2041-1723Abstract 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.Gina C. AdamAli KhiatThemis ProdromakisNature PortfolioarticleScienceQENNature Communications, Vol 9, Iss 1, Pp 1-4 (2018) |
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Science Q Gina C. Adam Ali Khiat Themis Prodromakis Challenges hindering memristive neuromorphic hardware from going mainstream |
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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. |
format |
article |
author |
Gina C. Adam Ali Khiat Themis Prodromakis |
author_facet |
Gina C. Adam Ali Khiat Themis Prodromakis |
author_sort |
Gina C. Adam |
title |
Challenges hindering memristive neuromorphic hardware from going mainstream |
title_short |
Challenges hindering memristive neuromorphic hardware from going mainstream |
title_full |
Challenges hindering memristive neuromorphic hardware from going mainstream |
title_fullStr |
Challenges hindering memristive neuromorphic hardware from going mainstream |
title_full_unstemmed |
Challenges hindering memristive neuromorphic hardware from going mainstream |
title_sort |
challenges hindering memristive neuromorphic hardware from going mainstream |
publisher |
Nature Portfolio |
publishDate |
2018 |
url |
https://doaj.org/article/8796f5c064f043048707bb640e71c902 |
work_keys_str_mv |
AT ginacadam challengeshinderingmemristiveneuromorphichardwarefromgoingmainstream AT alikhiat challengeshinderingmemristiveneuromorphichardwarefromgoingmainstream AT themisprodromakis challengeshinderingmemristiveneuromorphichardwarefromgoingmainstream |
_version_ |
1718386973723328512 |