Vertically aligned two-dimensional halide perovskites for reliably operable artificial synapses

神经形态工程学 材料科学 钙钛矿(结构) 卤化物 纳米技术 光电子学 人工神经网络 计算机科学 人工智能 化学 结晶学 无机化学
作者
Seung Ju Kim,Tae Hyung Lee,June‐Mo Yang,Jin Wook Yang,Yoon Jung Lee,Min‐Ju Choi,Sol A Lee,Jun Min Suh,Kyung Ju Kwak,Ji Hyun Baek,In Hyuk Im,Da Eun Lee,Da Eun Lee,Jae Young Kim,Jaehyun Kim,Ji Su Han,Soo Young Kim,Donghwa Lee,Donghwa Lee,Nam‐Gyu Park
出处
期刊:Materials Today [Elsevier BV]
卷期号:52: 19-30 被引量:98
标识
DOI:10.1016/j.mattod.2021.10.035
摘要

Halide perovskites, fascinating memristive materials owing to mixed ionic-electronic conductivity, have been attracting great attention as artificial synapses recently. However, polycrystalline nature in thin film form and instability under ambient air hamper them to be implemented in demonstrating reliable neuromorphic devices. Here, we successfully fabricated vertically aligned 2D halide perovskite films (V-HPs) for active layers of artificial synapses, showing moisture stability for several months. Unlike random-oriented HPs, which exhibit negligible current hysteresis, the V-HPs possess multilevel analog memristive characteristics, programmable potentiation and depression with distinguished multi-states, long-short-term plasticity, paired-pulse facilitation, and even spike-timing-dependent plasticity. Furthermore, high classification accuracy is obtained with implementation in deep neural networks. These remarkable improvements are attributed to the vertically well-aligned lead iodide octahedra acting as the ion transport channel, confirmed by first-principles calculations. This study paves the way for understanding HPs nanophysics and demonstrating their potential utility in neuromorphic computing systems.
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