Resistive switching and synaptic characteristics in ZnO@β-SiC composite-based RRAM for neuromorphic computing

神经形态工程学 电阻随机存取存储器 材料科学 光电子学 电阻式触摸屏 纳米技术 复合数 计算机科学 复合材料 电气工程 人工神经网络 电压 人工智能 工程类
作者
Bisweswar Santra,Gangadhar Das,Giuliana Aquilanti,A. Kanjilal
出处
期刊:Journal of Applied Physics [American Institute of Physics]
卷期号:137 (4) 被引量:2
标识
DOI:10.1063/5.0246384
摘要

The advancement of neuromorphic computing in resistive random-access memory (RRAM) is crucial for the rapid expansion of artificial intelligence. Conventional metal oxide-based RRAM faces challenges in mimicking synaptic activity, leading to the exploration of new resistive switching (RS) materials. This study introduces a ZnO@β-SiC composite-based RRAM device that exhibits biological synapse-like functionality. The device shows self-compliance and forming-free RS at ∼0.8 V, where it also mimics synaptic responses such as potentiation, depression, and paired-pulse facilitation at low voltage stimuli (∼0.6 V, 40 ms) with learning and forgetting behavior. Moreover, the synaptic plasticity is analyzed through spike rate dependent plasticity, spike number dependent plasticity, and spike time dependent plasticity. Further, the transition from short-term plasticity to long-term plasticity is observed under more training pulses and lower interval stimuli. The observed RS mechanism and synaptic functionalities are explained by the electric field-driven formation and dissolution of conducting filaments of oxygen vacancies. The chemical properties and local electronic structure have been examined by x-ray photoelectron spectroscopy and x-ray absorption spectroscopy. To elucidate the atomistic memristive behavior and the contribution of different electrical parameters in RRAM, detailed conductive atomic-force microscopy and impedance analysis have been carried out.

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