Near-infrared artificial synapse based on a pristine InGaAs nanowire synaptic transistor.

IF 2.8 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY
Haomiao Xu, Yanbin Yang, Yisen Li, Jun Deng, Guishuang Jiang, Xinghao Zhao, Lifan Shen
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Abstract

The rapid advancements in the field of artificial intelligence have intensified the urgent need for low-power, high-speed artificial synaptic devices. Here, a near-infrared (NIR) artificial synaptic device is successfully realized based on pristine InGaAs nanowires (NWs), which achieves a paired-pulse facilitation of up to 119%. Additionally, a postsynaptic current (PSC) in memory storage behavior has been implemented by applying different voltage pulses along with continuous illumination of 1064 nm NIR light due to the memristor characteristics of the device. 42% enhancement of excitatory PSC is achieved in the InGaAs NW artificial synapse by raising the voltage of pulse stimulation. More importantly, a transition from short-term memory to long-term memory in biological synaptic memory behavior is realized by applying pulse stimulation of varying durations, thereby enabling the realization of complex synaptic behaviors in artificial synapses. This work demonstrates the application potential of pristine InGaAs NWs in sensitive optoelectronic artificial synapses, which offers significant reference values to explore an effective and facile approach for developing synapses based on low-dimensional nanomaterials in artificial intelligence systems and neuromorphic computing technology.

基于原始InGaAs纳米线突触晶体管的近红外人工突触。
随着人工智能领域的飞速发展,对低功耗、高速人工突触器件的需求日益迫切。本文成功实现了一种基于原始InGaAs纳米线(NWs)的近红外(NIR)人工突触装置,该装置实现了高达119%的成对脉冲促进(PPF)。此外,由于器件的忆阻特性,通过施加不同的电压脉冲以及1064 nm近红外光的连续照明,实现了突触后电流(PSC)在存储器存储中的行为。通过提高脉冲刺激电压,InGaAs NW人工突触的兴奋性突触后电流(EPSC)增强42%。更重要的是,生物突触记忆行为中短时记忆(STM)向长期记忆(LTM)的过渡是通过施加不同持续时间的脉冲刺激实现的,从而使人工突触中复杂的突触行为得以实现。本研究展示了原始InGaAs NWs在灵敏光电人工突触中的应用潜力,为探索低维纳米材料在人工智能系统和神经形态计算技术中开发突触的有效便捷途径提供了重要的参考价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Nanotechnology
Nanotechnology 工程技术-材料科学:综合
CiteScore
7.10
自引率
5.70%
发文量
820
审稿时长
2.5 months
期刊介绍: The journal aims to publish papers at the forefront of nanoscale science and technology and especially those of an interdisciplinary nature. Here, nanotechnology is taken to include the ability to individually address, control, and modify structures, materials and devices with nanometre precision, and the synthesis of such structures into systems of micro- and macroscopic dimensions such as MEMS based devices. It encompasses the understanding of the fundamental physics, chemistry, biology and technology of nanometre-scale objects and how such objects can be used in the areas of computation, sensors, nanostructured materials and nano-biotechnology.
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