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典型文献
Humidity-induced synaptic plasticity of ZnO artificial synapses using peptide insulator for neuromorphic computing
文献摘要:
Neuromorphic devices inspired by the human brain have attracted significant attention because of their excellent ability for cognitive and parallel computing.This study presents ZnO-based artificial synapses with peptide insulators for the electrical emulation of biological synapses.We demonstrated the dynamic responses of the device under various environmental conditions.The proton-conducting property of the tyrosine-rich peptide enables time-dependent responses under ambient conditions such that various as-pects of synaptic behaviors are emulated by the devices.The transition from short-term memory to long-term memory is achieved via electrochemical doping of ZnO by protons.Furthermore,we demonstrate an image classification simulation using a multi-layer perceptron model to evaluate the potential of the de-vice for use in neuromorphic computing.The neural network based on our device achieved a recognition accuracy of 87.47%for the MNIST handwritten digit images.This work proposes a novel device platform inspired by biosystems for brain-mimetic hardware systems.
文献关键词:
作者姓名:
Min-Kyu Song;Hojung Lee;Jeong Hyun Yoon;Young-Woong Song;Seok Daniel Namgung;Taehoon Sung;Yoon-Sik Lee;Jong-Seok Lee;Ki Tae Nam;Jang-Yeon Kwon
作者机构:
School of Integrated Technology,Yonsei University,Incheon 21983,South Korea;Department of Materials Science and Engineering,Seoul National University,Seoul 08826,South Korea;Soft Foundry,Seoul National University,Seoul 08826,South Korea;School of Chemical and Biological Engineering,Seoul National University,Seoul 08826,South Korea
引用格式:
[1]Min-Kyu Song;Hojung Lee;Jeong Hyun Yoon;Young-Woong Song;Seok Daniel Namgung;Taehoon Sung;Yoon-Sik Lee;Jong-Seok Lee;Ki Tae Nam;Jang-Yeon Kwon-.Humidity-induced synaptic plasticity of ZnO artificial synapses using peptide insulator for neuromorphic computing)[J].材料科学技术(英文版),2022(24):150-155
A类:
biosystems
B类:
Humidity,induced,synaptic,plasticity,ZnO,artificial,synapses,using,peptide,neuromorphic,computing,Neuromorphic,devices,inspired,by,human,brain,have,attracted,significant,attention,because,their,excellent,ability,cognitive,parallel,This,study,presents,insulators,electrical,emulation,biological,We,demonstrated,dynamic,responses,under,various,environmental,conditions,conducting,property,tyrosine,rich,enables,dependent,ambient,such,that,pects,behaviors,emulated,transition,from,short,term,memory,long,achieved,via,electrochemical,doping,protons,Furthermore,we,classification,simulation,multi,layer,perceptron,model,evaluate,potential,neural,network,our,recognition,accuracy,MNIST,handwritten,digit,images,proposes,novel,platform,mimetic,hardware
AB值:
0.606846
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