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Recent Progress on Emerging Transistor-Based Neuromorphic Devices

期刊

ADVANCED INTELLIGENT SYSTEMS
卷 3, 期 7, 页码 -

出版社

WILEY
DOI: 10.1002/aisy.202000210

关键词

ferroelectric-gate transistors; floating-gate transistors; ion-gate transistors; neuromorphic devices; neuromorphic systems; neuromorphic transistors

资金

  1. National Natural Science Foundation of China [11674162, 61921005, 61834001]
  2. National Key R&D Program of China [2018YFA0305800, 2019YFB2205400]

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Neuromorphic computation, inspired by the human brain, has attracted increasing research interest, leading to rapid development of transistor-based neuromorphic devices. These devices have made significant progress in operation principles and latest advancements.
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.

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