A flexible BiFeO3-based ferroelectric tunnel junction memristor for neuromorphic computing

神经形态工程学 记忆电阻器 材料科学 铁电性 弯曲 电压 隧道枢纽 光电子学 电极 基质(水族馆) 纳米技术 柔性电子器件 人工神经网络 计算机科学 电子工程 电气工程 人工智能 复合材料 工程类 量子隧道 物理 电介质 地质学 海洋学 量子力学
作者
Haoyang Sun,Zhen Luo,Chuanchuan Liu,Chao Ma,Zijian Wang,Yuewei Yin,Xiaoguang Li
出处
期刊:Journal of Materiomics [Elsevier]
卷期号:8 (1): 144-149 被引量:40
标识
DOI:10.1016/j.jmat.2021.04.009
摘要

Ferroelectric tunnel junctions (FTJs) as the artificial synaptic devices have been considered promising for constructing brain-inspired neuromorphic computing systems. However, the memristive synapses based on the flexible FTJs have been rarely studied. Here, we report a flexible FTJ memristor grown on a mica substrate, which consists of an ultrathin ferroelectric barrier of BiFeO3, a semiconducting layer of ZnO, and an electrode of SrRuO3. The obtained flexible FTJ memristor exhibits stable voltage-tuned multi-states, and the resistive switchings are robust after 103 bending cycles. The capability of the FTJ as a flexible synaptic device is demonstrated by the functionality of the spike-timing-dependent plasticity with bending, and the accurate conductance manipulation with small nonlinearity (−0.24) and low cycle-to-cycle variation (1.77%) is also realized. Especially, artificial neural network simulations based on experimental device behaviors reveal that the high recognition accuracies up to 92.8% and 86.2% are obtained for handwritten digits and images, respectively, which are close to the performances for ideal memristors. This work highlights the potential applications of FTJ as flexible electronics for data storage and processing.

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