Fully Light-Controlled Memory and Neuromorphic Computation in Layered Black Phosphorus.
Taimur AhmedMuhammad TahirMei Xian LowYanyun RenSherif Abdulkader TawfikEdwin L H MayesSruthi KuriakoseShahid NawazMichelle J S SpencerHua ChenMadhu BhaskaranSharath SriramSumeet WaliaPublished in: Advanced materials (Deerfield Beach, Fla.) (2020)
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.
Keyphrases
- deep learning
- artificial intelligence
- machine learning
- big data
- working memory
- endothelial cells
- high resolution
- convolutional neural network
- induced pluripotent stem cells
- pluripotent stem cells
- high throughput
- gold nanoparticles
- resting state
- functional connectivity
- heavy metals
- electronic health record
- multiple sclerosis
- sewage sludge
- blood brain barrier
- hydrogen peroxide
- white matter
- fluorescence imaging
- room temperature