Ultralow-power optoelectronic synaptic transistors based on polyzwitterion dielectrics for in-sensor reservoir computing

被引:33
作者
Wu, Xiaosong [1 ,2 ,3 ]
Shi, Shuhui [4 ]
Liang, Baoshuai [1 ,2 ,3 ]
Dong, Yu [1 ,2 ,4 ]
Yang, Rumeng [1 ,2 ,3 ]
Ji, Ruiduan [1 ,2 ,3 ]
Wang, Zhongrui [4 ]
Huang, Weiguo [1 ,2 ,3 ]
机构
[1] Chinese Acad Sci, State Key Lab Struct Chem, Fujian Inst Res Struct Matter, Fuzhou 350002, Fujian, Peoples R China
[2] Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350002, Fujian, Peoples R China
[3] Univ Chinese Acad Sci, 19A Yuquan Rd, Beijing 100049, Peoples R China
[4] Univ Hong Kong, Dept Elect & Elect Engn, Pokfulam Rd, Hong Kong, Peoples R China
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
ARTIFICIAL SYNAPSES; PERFORMANCE; MEMORY; NEURON; LAYER; GATES;
D O I
10.1126/sciadv.adn4524
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Bio-inspired transistor synapses use solid electrolytes to achieve low-power operation and rich synaptic behaviors via ion diffusion and trapping. While these neuromorphic devices hold great promise, they still suffer from challenges such as high leakage currents and power consumption, electrolysis risk, and irreversible conductance changes due to long-range ion migrations and permanent ion trapping. In addition, their response to light is generally limited because of "exciton-polaron quenching", which restricts their potential in in-sensor neuromorphic visions. To address these issues, we propose replacing solid electrolytes with polyzwitterions, where the cation and anion are covalently concatenated via a flexible alkyl chain, thus preventing long-range ion migrations while inducing good photoresponses to the transistors via interfacial charge trapping. Our detailed studies reveal that polyzwitterion-based transistors exhibit optoelectronic synaptic behavior with ultralow-power consumption (similar to 250 aJ per spike) and enable high-performance in-sensor reservoir computing, achieving 95.56% accuracy in perceiving the trajectory of moving basketballs.
引用
收藏
页数:11
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