Flexibly Photo-Regulated Brain-Inspired Functions in Flexible Neuromorphic Transistors

被引:8
作者
Wang, Laiyuan [1 ,2 ,3 ]
Zhang, Tao [1 ,2 ]
Shen, Junhao [1 ,2 ]
Huang, Jin [1 ,2 ]
Li, Wen [1 ,2 ]
Shi, Wei [4 ,5 ]
Huang, Wei [1 ,2 ,3 ,4 ,5 ]
Yi, Mingdong [1 ,2 ]
机构
[1] Nanjing Univ Posts & Telecommun, State Key Lab Organ Elect & Informat Displays, Nanjing 210023, Peoples R China
[2] Nanjing Univ Posts &Telecommunicat, Inst Adv Mat IAM, Nanjing 210023, Peoples R China
[3] Northwestern Polytech Univ, Shaanxi Inst Flexible Elect SIFE, Xian 710072, Peoples R China
[4] Nanjing Tech Univ Nanjing Tech, Key Lab Flexible Elect KLOFE, Nanjing 211816, Peoples R China
[5] Nanjing Tech Univ Nanjing Tech, Inst Adv Mat IAM, Nanjing 211816, Peoples R China
基金
中国国家自然科学基金;
关键词
flexible optoelectronic platform; electron type; brain-inspired electronics; light learning-memory; homeostasis property; neural network simulation; MEMORY; HOMEOSTASIS; PLASTICITY; DEVICE; NEURON; HEBB;
D O I
10.1021/acsami.2c22754
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
As an attractive prototype for neuromorphic computing, the difficultly attained three-terminal platforms have specific advantages in implementing the brain-inspired functions. Also, in these devices, the most utilized mechanisms are confined to the electrical gate-controlled ionic migrations, which are sensitive to the device defects and stoichiometric ratio. The resultant memristive responses have fluctuant characteristics, which have adverse influences on the neural emulations. Herein, we designed a specific transistor platform with light-regulated ambipolar memory characteristics. Also, based on its gentle processes of charge trapping, we obtain the impressive memristive performances featured by smooth responses and long-term endurable characteristics. The optoelectronic samples were also fabricated on flexible substrates successfully. Interestingly, based on the optoelectronic signals of the flexible devices, we endow the desirable optical processes with the brain-inspired emulations. We can flexibly emulate the light inspired learning-memory functions in a synapse and further devise the advanced synapse array. More importantly, through this versatile platform, we investigate the mutual regulation of excitation and inhibition and implement their sensitive-mode transformations and the homeostasis property, which is conducive to ensuring the stability of overall neural activity. Furthermore, our flexible optoelectronic platform achieves high classification accuracy when implemented in artificial neural network simulations. This work demonstrates the advantages of the optoelectronic platform in implementing the significant brain-inspired functions and provides an insight into the future integration of visible sensing in flexible optoelectronic transistor platforms.
引用
收藏
页码:13380 / 13392
页数:13
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