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3D AND-Type Stacked Array for Neuromorphic Systems

NOR/AND flash memory was studied in neuromorphic systems to perform vector-by-matrix multiplication (VMM) by summing the current. Because the size of NOR/AND cells exceeds those of other memristor synaptic devices, we proposed a 3D AND-type stacked array to reduce the cell size. Through a tilted imp...

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Autores principales: Jang, Taejin, Kim, Suhyeon, Chang, Jeesoo, Min, Kyung Kyu, Hwang, Sungmin, Park, Kyungchul, Lee, Jong-Ho, Park, Byung-Gook
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7569919/
https://www.ncbi.nlm.nih.gov/pubmed/32878195
http://dx.doi.org/10.3390/mi11090829
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author Jang, Taejin
Kim, Suhyeon
Chang, Jeesoo
Min, Kyung Kyu
Hwang, Sungmin
Park, Kyungchul
Lee, Jong-Ho
Park, Byung-Gook
author_facet Jang, Taejin
Kim, Suhyeon
Chang, Jeesoo
Min, Kyung Kyu
Hwang, Sungmin
Park, Kyungchul
Lee, Jong-Ho
Park, Byung-Gook
author_sort Jang, Taejin
collection PubMed
description NOR/AND flash memory was studied in neuromorphic systems to perform vector-by-matrix multiplication (VMM) by summing the current. Because the size of NOR/AND cells exceeds those of other memristor synaptic devices, we proposed a 3D AND-type stacked array to reduce the cell size. Through a tilted implantation method, the conformal sources and drains of each cell could be formed, with confirmation by a technology computer aided design (TCAD) simulation. In addition, the cell-to-cell variation due to the etch slope could be eliminated by controlling the deposition thickness of the cells. The suggested array can be beneficial in simple program/inhibit schemes given its use of Fowler–Nordheim (FN) tunneling because the drain lines and source lines are parallel. Therefore, the conductance of each synaptic device can be updated at low power level.
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spelling pubmed-75699192020-10-29 3D AND-Type Stacked Array for Neuromorphic Systems Jang, Taejin Kim, Suhyeon Chang, Jeesoo Min, Kyung Kyu Hwang, Sungmin Park, Kyungchul Lee, Jong-Ho Park, Byung-Gook Micromachines (Basel) Article NOR/AND flash memory was studied in neuromorphic systems to perform vector-by-matrix multiplication (VMM) by summing the current. Because the size of NOR/AND cells exceeds those of other memristor synaptic devices, we proposed a 3D AND-type stacked array to reduce the cell size. Through a tilted implantation method, the conformal sources and drains of each cell could be formed, with confirmation by a technology computer aided design (TCAD) simulation. In addition, the cell-to-cell variation due to the etch slope could be eliminated by controlling the deposition thickness of the cells. The suggested array can be beneficial in simple program/inhibit schemes given its use of Fowler–Nordheim (FN) tunneling because the drain lines and source lines are parallel. Therefore, the conductance of each synaptic device can be updated at low power level. MDPI 2020-08-31 /pmc/articles/PMC7569919/ /pubmed/32878195 http://dx.doi.org/10.3390/mi11090829 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Jang, Taejin
Kim, Suhyeon
Chang, Jeesoo
Min, Kyung Kyu
Hwang, Sungmin
Park, Kyungchul
Lee, Jong-Ho
Park, Byung-Gook
3D AND-Type Stacked Array for Neuromorphic Systems
title 3D AND-Type Stacked Array for Neuromorphic Systems
title_full 3D AND-Type Stacked Array for Neuromorphic Systems
title_fullStr 3D AND-Type Stacked Array for Neuromorphic Systems
title_full_unstemmed 3D AND-Type Stacked Array for Neuromorphic Systems
title_short 3D AND-Type Stacked Array for Neuromorphic Systems
title_sort 3d and-type stacked array for neuromorphic systems
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7569919/
https://www.ncbi.nlm.nih.gov/pubmed/32878195
http://dx.doi.org/10.3390/mi11090829
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