Fully Light-Controlled Memory and Neuromorphic Computation in Layered Black Phosphorus

被引:77
作者
Ahmed, Taimur [1 ,2 ]
Tahir, Muhammad [3 ]
Low, Mei Xian [1 ,2 ]
Ren, Yanyun [4 ,5 ]
Tawfik, Sherif Abdulkader [6 ]
Mayes, Edwin L. H. [6 ]
Kuriakose, Sruthi [1 ,2 ]
Nawaz, Shahid [7 ]
Spencer, Michelle J. S. [6 ]
Chen, Hua [3 ,8 ]
Bhaskaran, Madhu [1 ,2 ,9 ]
Sriram, Sharath [1 ,2 ,9 ]
Walia, Sumeet [1 ,2 ,10 ]
机构
[1] RMIT Univ, Funct Mat & Microsyst Res Grp, Melbourne, Vic 3001, Australia
[2] RMIT Univ, Micro Nano Res Facil, Melbourne, Vic 3001, Australia
[3] Colorado State Univ, Dept Phys, Ft Collins, CO 80523 USA
[4] Northeast Normal Univ, Minist Educ, Ctr Adv Optoelect Funct Mat Res, Changchun 130024, Peoples R China
[5] Northeast Normal Univ, Minist Educ, Key Lab UV Light Emitting Mat & Technol, Changchun 130024, Peoples R China
[6] RMIT Univ, Sch Sci, Melbourne, Vic 3001, Australia
[7] Univ Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
[8] Colorado State Univ, Sch Adv Mat Discovery SAMD, Ft Collins, CO 80523 USA
[9] RMIT Univ, ARC Ctr Excellence Transformat Meta Opt Syst, Melbourne, Vic 3001, Australia
[10] RMIT Univ, Sch Engn, Melbourne, Vic 3001, Australia
关键词
artificial neural networks; black phosphorus; machine learning; neuromorphics; optical memory; PHOTOCONDUCTIVITY; RECOGNITION;
D O I
10.1002/adma.202004207
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Imprinting vision as memory is a core attribute of human cognitive learning. Fundamental to artificial intelligence systems are bioinspired neuromorphic vision components for the visible and invisible segments of the electromagnetic spectrum. Realization of a single imaging unit with a combination of in-built memory and signal processing capability is imperative to deploy efficient brain-like vision systems. However, the lack of a platform that can be fully controlled by light without the need to apply alternating polarity electric signals has hampered this technological advance. Here, a neuromorphic imaging element based on a fully light-modulated 2D semiconductor in a simple reconfigurable phototransistor structure is presented. This standalone device exhibits inherent characteristics that enable neuromorphic image pre-processing and recognition. Fundamentally, the unique photoresponse induced by oxidation-related defects in 2D black phosphorus (BP) is exploited to achieve visual memory, wavelength-selective multibit programming, and erasing functions, which allow in-pixel image pre-processing. Furthermore, all-optically driven neuromorphic computation is demonstrated by machine learning to classify numbers and recognize images with an accuracy of over 90%. The devices provide a promising approach toward neurorobotics, human-machine interaction technologies, and scalable bionic systems with visual data storage/buffering and processing.
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页数:13
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