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Artificial Synapse Based on a δ-FAPbI3/Atomic-Layer-Deposited SnO2 Bilayer Memristor
Nano Letters ( IF 10.8 ) Pub Date : 2024-04-15 , DOI: 10.1021/acs.nanolett.4c00253
Sang-Uk Lee 1 , So-Yeon Kim 1 , Joo-Hong Lee 2 , Ji Hyun Baek 3 , Jin-Wook Lee 2, 4 , Ho Won Jang 3, 5 , Nam-Gyu Park 1, 4
Affiliation  

Halide perovskite-based resistive switching memory (memristor) has potential in an artificial synapse. However, an abrupt switch behavior observed for a formamidinium lead triiodide (FAPbI3)-based memristor is undesirable for an artificial synapse. Here, we report on the δ-FAPbI3/atomic-layer-deposited (ALD)-SnO2 bilayer memristor for gradual analogue resistive switching. In comparison to a single-layer δ-FAPbI3 memristor, the heterojunction δ-FAPbI3/ALD-SnO2 bilayer effectively reduces the current level in the high-resistance state. The analog resistive switching characteristics of δ-FAPbI3/ALD-SnO2 demonstrate exceptional linearity and potentiation/depression performance, resembling an artificial synapse for neuromorphic computing. The nonlinearity of long-term potentiation and long-term depression is notably decreased from 12.26 to 0.60 and from −8.79 to −3.47, respectively. Moreover, the δ-FAPbI3/ALD-SnO2 bilayer achieves a recognition rate of ≤94.04% based on the modified National Institute of Standards and Technology database (MNIST), establishing its potential in an efficient artificial synapse.

中文翻译:

基于 δ-FAPbI3/原子层沉积 SnO2 双层忆阻器的人工突触

基于卤化物钙钛矿的电阻开关存储器(忆阻器)在人工突触方面具有潜力。然而,基于甲脒三碘化铅(FAPbI 3)的忆阻器观察到的突然开关行为对于人工突触来说是不期望的。在这里,我们报告了用于渐进模拟电阻切换的δ-FAPbI 3 /原子层沉积(ALD)-SnO 2双层忆阻器。与单层δ-FAPbI 3忆阻器相比,异质结δ-FAPbI 3 /ALD-SnO 2双层有效降低了高阻状态下的电流水平。 δ-FAPbI 3 /ALD-SnO 2的模拟电阻开关特性表现出出色的线性度和增强/抑制性能,类似于用于神经形态计算的人工突触。长时程增强和长期抑制的非线性分别显着从 12.26 下降到 0.60 和从 -8.79 下降到 -3.47。此外,基于修改后的美国国家标准与技术研究所数据库(MNIST),δ-FAPbI 3 /ALD-SnO 2双层的识别率达到≤94.04%,确立了其在高效人工突触中的潜力。
更新日期:2024-04-15
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