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

journal contribution
posted on 2024-11-02, 14:31 authored by Taimur AhmedTaimur Ahmed, Muhammad Tahir, Mei Xian Low, Yanyun Ren, Sherif Abbas, Edwin Mayes, Sruthi Kuriakose, Shahid Nawaz, Michelle SpencerMichelle Spencer, Hua Chen, Madhu BhaskaranMadhu Bhaskaran, Sharath SriramSharath Sriram, Sumeet WaliaSumeet Walia
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.

History

Related Materials

  1. 1.
    DOI - Is published in 10.1002/adma.202004207
  2. 2.
    ISSN - Is published in 09359648

Journal

Advanced Materials

Volume

33

Number

2004207

Issue

10

Start page

1

End page

13

Total pages

13

Publisher

Wiley-VCH Verlag GmbH & Co. KGaA

Place published

Germany

Language

English

Copyright

© 2020 Wiley-VCH GmbH

Former Identifier

2006104142

Esploro creation date

2022-01-21

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