Hybrid MoS2/PbS Quantum Dots Toward In-Sensor Reservoir Computing

被引:6
|
作者
Wu, Guangjian [1 ,2 ,3 ]
Zhang, Zefeng [1 ,4 ]
Ba, Kun [1 ]
Zhang, Xumeng [1 ,2 ,3 ]
Zeng, Jinhua [5 ]
Bai, Chongyang [5 ]
Liu, Qi [1 ,2 ,3 ]
Wang, Jianlu [1 ,2 ,3 ]
机构
[1] Fudan Univ, Frontier Inst Chip & Syst, State Key Lab Integrated Chips & Syst, Shanghai Frontier Base Intelligent Optoelect & Per, Shanghai 200433, Peoples R China
[2] Shanghai Qi Zhi Inst, Shanghai 200232, Peoples R China
[3] Fudan Univ, Zhangjiang Fudan Int Innovat Ctr, Shanghai 200433, Peoples R China
[4] Fudan Univ, Res Inst Intelligent Complex Syst & ISTBI, Shanghai 200433, Peoples R China
[5] Chinese Acad Sci, Shanghai Inst Tech Phys, State Key Lab Infrared Phys, Shanghai 200083, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Lead; Photoconductivity; Reservoirs; Absorption; Quantum dots; Photodetectors; Nonlinear optics; Neuromorphic visual system; reservoir computing; photodetector; photogating effect;
D O I
10.1109/LED.2023.3262520
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Neuromorphic visual systems are potential to overcome the von Neumann bottleneck, emulating the human retina to implement in situ vision preprocessing. Specifically, in-sensor reservoir computing (RC) is capable of processing spatio-temporal vision information with high efficiency. However, traditional photodetectors are incapable of the fading memory ability, which is the core of the RC systems for temporal information processing. Here, we report a hybrid MoS2/PbS quantum dots based optoelectronic device with short-term memory properties for RC demonstration. The photogating effect induced dynamic temporal photoresponse behavior can be effectively regulated by the incident optical intensity and time. As a proof of concept, image classifying with a high accuracy of 95.8% and time series prediction are demonstrated, paving a way for intelligent edge computing.
引用
收藏
页码:857 / 860
页数:4
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