Recent Progress on Emerging Transistor‐Based Neuromorphic Devices

Human brain outperforms the current von Neumann digital computer in many aspects, such as energy efficiency and fault‐tolerance. Inspired by human brain, neuromorphic computation has attracted increasing research interest. In recent years, emerging neuromorphic devices are widely developed for neuro...

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Main Authors: Yongli He, Li Zhu, Ying Zhu, Chunsheng Chen, Shanshan Jiang, Rui Liu, Yi Shi, Qing Wan
Format: Article
Language:English
Published: Wiley 2021-07-01
Series:Advanced Intelligent Systems
Subjects:
Online Access:https://doi.org/10.1002/aisy.202000210
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spelling doaj-6ad8412bbf684cea964e1780c022f3e22021-07-22T08:25:14ZengWileyAdvanced Intelligent Systems2640-45672021-07-0137n/an/a10.1002/aisy.202000210Recent Progress on Emerging Transistor‐Based Neuromorphic DevicesYongli He0Li Zhu1Ying Zhu2Chunsheng Chen3Shanshan Jiang4Rui Liu5Yi Shi6Qing Wan7School of Electronic Science and Engineering and Collaborative Innovation Center of Advanced Microstructures Nanjing University Nanjing 210093 ChinaSchool of Electronic Science and Engineering and Collaborative Innovation Center of Advanced Microstructures Nanjing University Nanjing 210093 ChinaSchool of Electronic Science and Engineering and Collaborative Innovation Center of Advanced Microstructures Nanjing University Nanjing 210093 ChinaSchool of Electronic Science and Engineering and Collaborative Innovation Center of Advanced Microstructures Nanjing University Nanjing 210093 ChinaSchool of Electronic Science and Engineering and Collaborative Innovation Center of Advanced Microstructures Nanjing University Nanjing 210093 ChinaSchool of Electronic Science and Engineering and Collaborative Innovation Center of Advanced Microstructures Nanjing University Nanjing 210093 ChinaSchool of Electronic Science and Engineering and Collaborative Innovation Center of Advanced Microstructures Nanjing University Nanjing 210093 ChinaSchool of Electronic Science and Engineering and Collaborative Innovation Center of Advanced Microstructures Nanjing University Nanjing 210093 ChinaHuman brain outperforms the current von Neumann digital computer in many aspects, such as energy efficiency and fault‐tolerance. Inspired by human brain, neuromorphic computation has attracted increasing research interest. In recent years, emerging neuromorphic devices are widely developed for neuromorphic computing. Herein, the recent progress on transistor‐based neuromorphic devices is presented. First, a brief introduction of biological synaptic and neuronal functions is given. Then operation principles and latest progress in neuromorphic transistors, including ion‐gate neuromorphic transistors, ferroelectric‐gate neuromorphic transistors, and floating‐gate neuromorphic transistors, are reviewed and discussed. At last, conclusions and prospects are given.https://doi.org/10.1002/aisy.202000210ferroelectric‐gate transistorsfloating‐gate transistorsion‐gate transistorsneuromorphic devicesneuromorphic systemsneuromorphic transistors
collection DOAJ
language English
format Article
sources DOAJ
author Yongli He
Li Zhu
Ying Zhu
Chunsheng Chen
Shanshan Jiang
Rui Liu
Yi Shi
Qing Wan
spellingShingle Yongli He
Li Zhu
Ying Zhu
Chunsheng Chen
Shanshan Jiang
Rui Liu
Yi Shi
Qing Wan
Recent Progress on Emerging Transistor‐Based Neuromorphic Devices
Advanced Intelligent Systems
ferroelectric‐gate transistors
floating‐gate transistors
ion‐gate transistors
neuromorphic devices
neuromorphic systems
neuromorphic transistors
author_facet Yongli He
Li Zhu
Ying Zhu
Chunsheng Chen
Shanshan Jiang
Rui Liu
Yi Shi
Qing Wan
author_sort Yongli He
title Recent Progress on Emerging Transistor‐Based Neuromorphic Devices
title_short Recent Progress on Emerging Transistor‐Based Neuromorphic Devices
title_full Recent Progress on Emerging Transistor‐Based Neuromorphic Devices
title_fullStr Recent Progress on Emerging Transistor‐Based Neuromorphic Devices
title_full_unstemmed Recent Progress on Emerging Transistor‐Based Neuromorphic Devices
title_sort recent progress on emerging transistor‐based neuromorphic devices
publisher Wiley
series Advanced Intelligent Systems
issn 2640-4567
publishDate 2021-07-01
description Human brain outperforms the current von Neumann digital computer in many aspects, such as energy efficiency and fault‐tolerance. Inspired by human brain, neuromorphic computation has attracted increasing research interest. In recent years, emerging neuromorphic devices are widely developed for neuromorphic computing. Herein, the recent progress on transistor‐based neuromorphic devices is presented. First, a brief introduction of biological synaptic and neuronal functions is given. Then operation principles and latest progress in neuromorphic transistors, including ion‐gate neuromorphic transistors, ferroelectric‐gate neuromorphic transistors, and floating‐gate neuromorphic transistors, are reviewed and discussed. At last, conclusions and prospects are given.
topic ferroelectric‐gate transistors
floating‐gate transistors
ion‐gate transistors
neuromorphic devices
neuromorphic systems
neuromorphic transistors
url https://doi.org/10.1002/aisy.202000210
work_keys_str_mv AT yonglihe recentprogressonemergingtransistorbasedneuromorphicdevices
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AT chunshengchen recentprogressonemergingtransistorbasedneuromorphicdevices
AT shanshanjiang recentprogressonemergingtransistorbasedneuromorphicdevices
AT ruiliu recentprogressonemergingtransistorbasedneuromorphicdevices
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