Light-enhanced molecular polarity enabling multispectral color-cognitive memristor for neuromorphic visual system

An optoelectronic synapse having a multispectral color-discriminating ability is an essential prerequisite to emulate the human retina for realizing a neuromorphic visual system. Several studies based on the three-terminal transistor architecture have shown its feasibility; however, its implementation with a two-terminal memristor architecture, advantageous to achieving high integration density as a simple crossbar array for an ultra-high-resolution vision chip, remains a challenge. Furthermore, regardless of the architecture, it requires specific material combinations to exhibit the photo-synaptic functionalities, and thus its integration into various systems is limited. Here, we suggest an approach that can universally introduce a color-discriminating synaptic functionality into a two-terminal memristor irrespective of the kinds of switching medium. This is possible by simply introducing the molecular interlayer with long-lasting photo-enhanced dipoles that can adjust the resistance of the memristor at the light-irradiation. We also propose the molecular design principle that can afford this feature. The optoelectronic synapse array having a color-discriminating functionality is confirmed to improve the inference accuracy of the convolutional neural network for the colorful image recognition tasks through a visual pre-processing. Additionally, the wavelength-dependent optoelectronic synapse can also be leveraged in the design of a light-programmable reservoir computing system. Designing optoelectronic synapses having a multispectral color-discriminating ability is crucial for neuromorphic visual system. Here, the authors propose an strategy to introduce RGB color-discriminating synaptic functionality into a 2-terminals memristor regardless of switching medium and design a color image-recognizing CNN and light-programmable reservoir computing.

Automated summary

Designing optoelectronic synapses with multispectral color-discriminating ability is crucial for neuromorphic visual systems. In this paper, authors propose a strategy to introduce RGB color-discriminating synaptic functionality into a two-terminal memristor regardless of the switching medium, and design a color image-recognizing CNN and light-programmable reservoir computing.