A Digital-Analog Bimodal Memristor Based on CsPbBr3 for Tactile Sensory Neuromorphic Computing

被引:17
作者
Chen, Delu [1 ]
Zhi, Xinrong [1 ]
Xia, Yifan [1 ]
Li, Shuhan [1 ]
Xi, Benbo [1 ]
Zhao, Chun [2 ]
Wang, Xin [1 ]
机构
[1] Henan Univ, Henan Key Lab Photovolta Mat, Kaifeng 475004, Peoples R China
[2] Xian Jiaotong Liverpool Univ, Sch Adv Technol, Suzhou 215123, Peoples R China
基金
中国国家自然科学基金;
关键词
CsPbBr3; films; digital-analog bimodal memristors; neuromorphic computing; tactile sensing arrays; supervised learning;
D O I
10.1002/smll.202301196
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Memristor with digital and analog bipolar bimodal resistive switching offers a promising opportunity for the information-processing component. However, it still remains a huge challenge that the memristor enables bimodal digital and analog types and fabrication of artificial sensory neural network system. Here, a proposed CsPbBr3-based memristor demonstrates a high ON/OFF ratio (>10(3)), long retention (>10(4) s), stable endurance (100 cycles), and multilevel resistance memory, which acts as an artificial synapse to realize fundamental biological synaptic functions and neuromorphic computing based on controllable resistance modulation. Moreover, a 5 x 5 spinosum-structured piezoresistive sensor array (sensitivity of 22.4 kPa(-1), durability of 1.5 x 10(4) cycles, and fast response time of 2.43 ms) is constructed as a tactile sensory receptor to transform mechanical stimuli into electrical signals, which can be further processed by the CsPbBr3-based memristor with synaptic plasticity. More importantly, this artificial sensory neural network system combined the artificial synapse with 5 x 5 tactile sensing array based on piezoresistive sensors can recognize the handwritten patterns of different letters with high accuracy of 94.44% under assistance of supervised learning. Consequently, the digital-analog bimodal memristor would demonstrate potential application in human-machine interaction, prosthetics, and artificial intelligence.
引用
收藏
页数:11
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