An in-memory computing architecture based on two-dimensional semiconductors for multiply-accumulate operations
In standard computing architectures, memory and logic circuits are separated, a feature that slows matrix operations vital to deep learning algorithms. Here, the authors present an alternate in-memory architecture and demonstrate a feasible approach for analog matrix multiplication.
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Nature Portfolio
2021
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oai:doaj.org-article:95c950a5eea5402c9ba88b7eef5a5b8c2021-12-02T17:52:38ZAn in-memory computing architecture based on two-dimensional semiconductors for multiply-accumulate operations10.1038/s41467-021-23719-32041-1723https://doaj.org/article/95c950a5eea5402c9ba88b7eef5a5b8c2021-06-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-23719-3https://doaj.org/toc/2041-1723In standard computing architectures, memory and logic circuits are separated, a feature that slows matrix operations vital to deep learning algorithms. Here, the authors present an alternate in-memory architecture and demonstrate a feasible approach for analog matrix multiplication.Yin WangHongwei TangYufeng XieXinyu ChenShunli MaZhengzong SunQingqing SunLin ChenHao ZhuJing WanZihan XuDavid Wei ZhangPeng ZhouWenzhong BaoNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-8 (2021) |
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Science Q Yin Wang Hongwei Tang Yufeng Xie Xinyu Chen Shunli Ma Zhengzong Sun Qingqing Sun Lin Chen Hao Zhu Jing Wan Zihan Xu David Wei Zhang Peng Zhou Wenzhong Bao An in-memory computing architecture based on two-dimensional semiconductors for multiply-accumulate operations |
description |
In standard computing architectures, memory and logic circuits are separated, a feature that slows matrix operations vital to deep learning algorithms. Here, the authors present an alternate in-memory architecture and demonstrate a feasible approach for analog matrix multiplication. |
format |
article |
author |
Yin Wang Hongwei Tang Yufeng Xie Xinyu Chen Shunli Ma Zhengzong Sun Qingqing Sun Lin Chen Hao Zhu Jing Wan Zihan Xu David Wei Zhang Peng Zhou Wenzhong Bao |
author_facet |
Yin Wang Hongwei Tang Yufeng Xie Xinyu Chen Shunli Ma Zhengzong Sun Qingqing Sun Lin Chen Hao Zhu Jing Wan Zihan Xu David Wei Zhang Peng Zhou Wenzhong Bao |
author_sort |
Yin Wang |
title |
An in-memory computing architecture based on two-dimensional semiconductors for multiply-accumulate operations |
title_short |
An in-memory computing architecture based on two-dimensional semiconductors for multiply-accumulate operations |
title_full |
An in-memory computing architecture based on two-dimensional semiconductors for multiply-accumulate operations |
title_fullStr |
An in-memory computing architecture based on two-dimensional semiconductors for multiply-accumulate operations |
title_full_unstemmed |
An in-memory computing architecture based on two-dimensional semiconductors for multiply-accumulate operations |
title_sort |
in-memory computing architecture based on two-dimensional semiconductors for multiply-accumulate operations |
publisher |
Nature Portfolio |
publishDate |
2021 |
url |
https://doaj.org/article/95c950a5eea5402c9ba88b7eef5a5b8c |
work_keys_str_mv |
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