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...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Nature Portfolio
2018-12-01
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| Series: | Nature Communications |
| Online Access: | https://doi.org/10.1038/s41467-018-07565-4 |
| _version_ | 1818341814136995840 |
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| author | Gina C. Adam Ali Khiat Themis Prodromakis |
| author_facet | Gina C. Adam Ali Khiat Themis Prodromakis |
| author_sort | Gina C. Adam |
| collection | DOAJ |
| description | 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. |
| first_indexed | 2024-12-13T16:04:46Z |
| format | Article |
| id | doaj.art-8796f5c064f043048707bb640e71c902 |
| institution | Directory Open Access Journal |
| issn | 2041-1723 |
| language | English |
| last_indexed | 2024-12-13T16:04:46Z |
| publishDate | 2018-12-01 |
| publisher | Nature Portfolio |
| record_format | Article |
| series | Nature Communications |
| spelling | doaj.art-8796f5c064f043048707bb640e71c9022022-12-21T23:39:04ZengNature PortfolioNature Communications2041-17232018-12-01911410.1038/s41467-018-07565-4Challenges hindering memristive neuromorphic hardware from going mainstreamGina C. Adam0Ali Khiat1Themis Prodromakis2Department of Electrical and Computer Engineering, George Washington UniversityElectronic Materials & Devices, Zepler Institute for Photonics and Nanoelectronics, University of SouthamptonElectronic Materials & Devices, Zepler Institute for Photonics and Nanoelectronics, University of SouthamptonAbstract 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.https://doi.org/10.1038/s41467-018-07565-4 |
| spellingShingle | Gina C. Adam Ali Khiat Themis Prodromakis Challenges hindering memristive neuromorphic hardware from going mainstream Nature Communications |
| title | 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_short | Challenges hindering memristive neuromorphic hardware from going mainstream |
| title_sort | challenges hindering memristive neuromorphic hardware from going mainstream |
| url | https://doi.org/10.1038/s41467-018-07565-4 |
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