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基于氧化空位 MXene 的仿生人工视觉-呼吸突触多模态场景识别系统

Bioinspired Artificial Visual-Respiratory Synapse as Multimodal Scene Recognition System with Oxidized-Vacancies MXene.

机构信息

State Key Laboratory of High-Performance Precision Manufacturing, Dalian University of Technology, Dalian, 116024, China.

School of Advanced Materials and Nanotechnology, Xidian University, Xi'an, 710126, China.

出版信息

Adv Mater. 2024 Sep;36(36):e2407751. doi: 10.1002/adma.202407751. Epub 2024 Jul 16.

Abstract

In the pursuit of artificial neural systems, the integration of multimodal plasticity, memory retention, and perceptual functions stands as a paramount objective in achieving neuromorphic perceptual components inspired by the human brain, to emulating the neurological excitability tuning observed in human visual and respiratory collaborations. Here, an artificial visual-respiratory synapse is presented with monolayer oxidized MXene (VRSOM) exhibiting synergistic light and atmospheric plasticity. The VRSOM enables to realize facile modulation of synaptic behaviors, encompassing postsynaptic current, sustained photoconductivity, stable facilitation/depression properties, and "learning-experience" behavior. These performances rely on the privileged photocarrier trapping characteristics and the hydroxyl-preferential selectivity inherent of oxidized vacancies. Moreover, environment recognitions and multimodal neural network image identifications are achieved through multisensory integration, underscoring the potential of the VRSOM in reproducing human-like perceptual attributes. The VRSOM platform holds significant promise for hardware output of human-like mixed-modal interactions and paves the way for perceiving multisensory neural behaviors in artificial interactive devices.

摘要

在人工神经网络系统的研究中,整合多模态可塑性、记忆保留和感知功能是实现受人类大脑启发的类神经感知元件的首要目标,以模拟人类视觉和呼吸协同作用中观察到的神经兴奋性调谐。在这里,提出了一种具有协同光和大气塑性的单层氧化 MXene (VRSOM) 的人工视觉-呼吸突触。VRSOM 能够实现突触行为的简便调制,包括突触后电流、持续光导性、稳定的易化/压抑特性和“学习-体验”行为。这些性能依赖于光载流子的特殊俘获特性和氧化空位的羟基优先选择性。此外,通过多感觉整合实现了环境识别和多模态神经网络图像识别,突出了 VRSOM 在再现人类感知属性方面的潜力。VRSOM 平台有望实现类似人类的混合模态交互的硬件输出,并为在人工交互式设备中感知多感觉神经行为铺平了道路。

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