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인용수 0
·2025
Self-compliance and forming-free memristor arrays with a SiO2 scavenging barrier for energy-efficient neuromorphic computing
M. S. Kim, Sungjoon Kim, Sungmin Hwang
IF 3.2Journal of Physics D Applied Physics
초록

Abstract In this work, low-power RRAM (Resistive random-access memory) devices were characterized by a SiO 2 layer serving as an oxygen scavenging barrier, which suppresses conductive filament overgrowth and reduces operation current and power consumption. Additionally, the integration of an AlO x /TiO y overshoot suppression layer enabled intrinsic self-compliance and forming-free operation. XPS analysis confirmed the oxygen composition of the oxygen-rich TiO y , and it was also verified that the higher oxygen composition in TiO y suppresses filament formation, which decreases the operation current. Consequently, the SiO 2 layer decreases the LRS current significantly by 10 3 times. Furthermore, the device demonstrates the endurance of 6 × 10 3 cycles and retention over 10 4 s, maintaining analog multi-bit operation. When the proposed device was integrated into an 8 × 8 passive array and programmed with the designated weights, a low mean absolute error (MAE) of 10.8 nA was achieved. Additionally, vector-matrix multiplication operations demonstrated excellent accuracy, with over 99% of results falling within an error margin of 10%. Based on this low MAE, MNIST image classification simulations were conducted, yielding classification accuracy exceeding 96%.

키워드
Neuromorphic engineeringMemristorScavengingCompliance (psychology)Energy (signal processing)Materials scienceResistive random-access memoryComputer scienceNanotechnologyOptoelectronics
타입
article
IF / 인용수
3.2 / 0
게재 연도
2025

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