Enhanced Reliability and Neuromorphic Functionality of a-IGZO-Based Memristors via N2 Annealing-Induced Vacancy Modulation

神经形态工程学 材料科学 记忆电阻器 光电子学 电阻随机存取存储器 无定形固体 退火(玻璃) CMOS芯片 MNIST数据库 可靠性(半导体) 电子工程 空位缺陷 电导 非易失性存储器 X射线光电子能谱 阈值电压 调制(音乐) 切换时间 电压 电阻式触摸屏 氧化物 纳米技术 硅 限制
作者
Yu Bin Kim,Sung-Ho Kim,Dong-Min Kim,Shivam Gautam,Hi‐Deok Lee
出处
期刊:ACS Applied Materials & Interfaces [American Chemical Society]
卷期号:18 (43): 59468-59477
标识
DOI:10.1021/acsami.6c14552
摘要

Amorphous indium-gallium-zinc oxide (a-IGZO)-based memristors have attracted considerable attention for neuromorphic computing applications owing to their structural uniformity, amorphous-phase stability, CMOS compatibility, and oxygen-vacancy-mediated resistive switching characteristics. However, uncontrolled oxygen-vacancy concentrations can lead to unstable charge transport and switching variability, limiting reliable device operation. In this work, post-deposition N2 annealing was employed to regulate the oxygen-vacancy-related defect states of Pd/HfO2/a-IGZO/HfO2/Pd memristors. The a-IGZO layer was annealed in an N2 atmosphere at 300-600 °C, and the resulting changes in material properties, resistive switching behavior, and synaptic characteristics were systematically investigated. XPS and XRD analyses indicated that N2 annealing decreased the relative oxygen-deficient/defect-related O 1s component while maintaining the amorphous nature of the a-IGZO layer. Among the investigated conditions, the 500 °C-annealed device exhibited the most stable switching behavior, with reduced variation, improved retention and endurance characteristics, and reliable analog conductance modulation. Conduction mechanism analysis revealed that the optimized device maintained stable space-charge-limited current conduction, whereas excessive vacancy reduction at 600 °C promoted a premature transition toward the trap-filled-limit regime, resulting in degraded switching stability. Furthermore, the optimized device successfully emulated long-term potentiation/depression and paired-pulse facilitation, and its measured synaptic characteristics were validated through ANN-based MNIST pattern recognition and PPF-driven neuron circuit simulation. These results demonstrate that N2 annealing-induced oxygen-vacancy engineering is an effective strategy for improving the reliability and neuromorphic applicability of a-IGZO memristors.
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