PLD-Grown Semi-Insulating Ga2O3 Thin Film-Based Optoelectronic Artificial Synaptic Devices for Neuromorphic Computing Applications

IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Advanced Materials Technologies Pub Date : 2024-07-03 DOI:10.1002/admt.202400464
Amandeep Kaur, Subhrajit Sikdar, Santosh Kumar Yadav, Subhabrata Dhar
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Abstract

Development of artificial opto-electronic synaptic devices plays a crucial role for the practical implementation of energy-efficient, parallel processing of human brain. In this article, two terminal inter-digitated devices are fabricated on Gallium oxide (Ga2O3) thin films grown on sapphire substrates by pulsed laser deposition (PLD) technique to study its ability to mimic biological synaptic behaviors. The layers are found to exhibit long persistent photo-conductivity (PPC) effect, which is identified to be the key parameter to replicate the behavior of biological synapses. Channel resistance and PPC time constants should also be optimized to improve the efficiency of response and energy consumption of synaptic devices. It has been observed that both conductivity and the PPC decay time of Ga2O3-films can be controlled by varying oxygen pressure ( O 2 ) $( {{{\emptyset }_{{{O}_2}}}} )$ and growth temperature (TG). These devices demonstrate their ability to perform paired pulse facilitation (PPF) at very low applied bias in mV-range. They can mimic biological synapses showing short-to-long-term memory transition (STM-to-LTM) and learning-forgetting behavior. One of these devices is found to show synaptic behavior with the energy consumption of as low as 71fJ electrical and 21nJ optical per synaptic event. These findings thus strengthen the candidature of Ga2O3 films for the development of next-generation opto-electronic neuromorphic devices and systems.

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用于神经形态计算应用的基于 PLD 生长的半绝缘 Ga2O3 薄膜的光电人工突触器件
人工光电突触器件的开发对实际实现高效节能的人脑并行处理起着至关重要的作用。本文采用脉冲激光沉积(PLD)技术,在蓝宝石衬底上生长的氧化镓(Ga2O3)薄膜上制造了两个终端间突触器件,以研究其模拟生物突触行为的能力。研究发现,这些薄膜层表现出长时间的持续光导效应(PPC),这被认为是复制生物突触行为的关键参数。此外,还应优化通道电阻和 PPC 时间常数,以提高突触器件的响应效率和能耗。据观察,Ga2O3 薄膜的电导率和 PPC 衰减时间都可以通过改变氧压和生长温度 (TG) 来控制。这些器件展示了它们在毫伏范围内极低的外加偏压下执行配对脉冲促进(PPF)的能力。它们可以模拟生物突触,显示出短期到长期记忆转换(STM-to-LTM)和学习遗忘行为。研究发现,其中一种装置在显示突触行为时,每个突触事件的能耗仅为 71fJ 电能和 21nJ 光能。因此,这些发现增强了 Ga2O3 薄膜开发下一代光电神经形态器件和系统的可能性。
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来源期刊
Advanced Materials Technologies
Advanced Materials Technologies Materials Science-General Materials Science
CiteScore
10.20
自引率
4.40%
发文量
566
期刊介绍: Advanced Materials Technologies Advanced Materials Technologies is the new home for all technology-related materials applications research, with particular focus on advanced device design, fabrication and integration, as well as new technologies based on novel materials. It bridges the gap between fundamental laboratory research and industry.
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