Literature DB >> 34348898

Cointegration of single-transistor neurons and synapses by nanoscale CMOS fabrication for highly scalable neuromorphic hardware.

Joon-Kyu Han1, Jungyeop Oh1, Gyeong-Jun Yun1, Dongeun Yoo2, Myung-Su Kim1, Ji-Man Yu1, Sung-Yool Choi1, Yang-Kyu Choi3.   

Abstract

Cointegration of multistate single-transistor neurons and synapses was demonstrated for highly scalable neuromorphic hardware, using nanoscale complementary metal-oxide semiconductor (CMOS) fabrication. The neurons and synapses were integrated on the same plane with the same process because they have the same structure of a metal-oxide semiconductor field-effect transistor with different functions such as homotype. By virtue of 100% CMOS compatibility, it was also realized to cointegrate the neurons and synapses with additional CMOS circuits. Such cointegration can enhance packing density, reduce chip cost, and simplify fabrication procedures. The multistate single-transistor neuron that can control neuronal inhibition and the firing threshold voltage was achieved for an energy-efficient and reliable neural network. Spatiotemporal neuronal functionalities are demonstrated with fabricated single-transistor neurons and synapses. Image processing for letter pattern recognition and face image recognition is performed using experimental-based neuromorphic simulation.
Copyright © 2021 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution NonCommercial License 4.0 (CC BY-NC).

Entities:  

Year:  2021        PMID: 34348898     DOI: 10.1126/sciadv.abg8836

Source DB:  PubMed          Journal:  Sci Adv        ISSN: 2375-2548            Impact factor:   14.136


  4 in total

1.  Periodicity Pitch Perception Part III: Sensibility and Pachinko Volatility.

Authors:  Frank Feldhoff; Hannes Toepfer; Tamas Harczos; Frank Klefenz
Journal:  Front Neurosci       Date:  2022-03-08       Impact factor: 4.677

2.  Self-Powered Artificial Mechanoreceptor Based on Triboelectrification for a Neuromorphic Tactile System.

Authors:  Joon-Kyu Han; Il-Woong Tcho; Seung-Bae Jeon; Ji-Man Yu; Weon-Guk Kim; Yang-Kyu Choi
Journal:  Adv Sci (Weinh)       Date:  2022-01-14       Impact factor: 16.806

3.  Artificial Olfactory Neuron for an In-Sensor Neuromorphic Nose.

Authors:  Joon-Kyu Han; Mingu Kang; Jaeseok Jeong; Incheol Cho; Ji-Man Yu; Kuk-Jin Yoon; Inkyu Park; Yang-Kyu Choi
Journal:  Adv Sci (Weinh)       Date:  2022-04-15       Impact factor: 17.521

4.  Two-dimensional materials-based probabilistic synapses and reconfigurable neurons for measuring inference uncertainty using Bayesian neural networks.

Authors:  Amritanand Sebastian; Rahul Pendurthi; Azimkhan Kozhakhmetov; Nicholas Trainor; Joshua A Robinson; Joan M Redwing; Saptarshi Das
Journal:  Nat Commun       Date:  2022-10-17       Impact factor: 17.694

  4 in total

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