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用于神经计算的环境稳定全无机 CsCuI 人工突触

Ambient Stable All Inorganic CsCuI Artificial Synapses for Neurocomputing.

作者信息

Kwak Kyung Ju, Baek Ji Hyun, Lee Da Eun, Im In Hyuk, Kim Jaehyun, Kim Seung Ju, Lee Yoon Jung, Kim Jae Young, Jang Ho Won

机构信息

Department of Materials Science and Engineering, Research Institute of Advanced Materials, Seoul National University, Seoul 08826, Republic of Korea.

Advanced Institute of Convergence Technology, Seoul National University, Suwon 16229, Republic of Korea.

出版信息

Nano Lett. 2022 Jul 27;22(14):6010-6017. doi: 10.1021/acs.nanolett.2c01272. Epub 2022 Jun 8.

Abstract

In resistive switching memories or artificial synaptic devices, halide perovskites have attracted attention for their unusual features such as rapid ion migration, adjustable composition, and facile synthesis. Herein, the environmentally friendly and highly air stable CsCuI perovskite films are used as the active layer in the Au/CsCuI/ITO/glass artificial synapses. The device shows variable synaptic plasticities such as long-term and short-term synaptic plasticity, paired-pulse facilitation, and spike-timing-dependent plasticity by combining potentiation and depression along the formation of conductive filaments. The performances of the devices are maintained for 160 days under ambient conditions. Additionally, the accuracy evaluation of the CsCuI-based artificial synapses performs exceptionally well with the MNIST and Fashion MNIST data sets, demonstrating high learning accuracy in deep neural networks. Using the novel B-site engineered halide perovskite material with extreme air stability, this study paves the way for artificial synaptic devices for next-generation in-memory hardware.

摘要

在电阻式开关存储器或人工突触器件中,卤化物钙钛矿因其快速离子迁移、可调节成分和易于合成等非凡特性而备受关注。在此,环境友好且高度空气稳定的CsCuI钙钛矿薄膜被用作Au/CsCuI/ITO/玻璃人工突触中的活性层。该器件通过沿导电细丝的形成结合增强和抑制,展现出可变的突触可塑性,如长期和短期突触可塑性、双脉冲易化和尖峰时间依赖可塑性。器件性能在环境条件下可保持160天。此外,基于CsCuI的人工突触在MNIST和Fashion MNIST数据集上的准确性评估表现出色,证明了在深度神经网络中的高学习准确性。利用具有极高空气稳定性的新型B位工程卤化物钙钛矿材料,本研究为下一代内存硬件的人工突触器件铺平了道路。

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