Enhanced Computational Study with Experimental Correlation on I–V Characteristics of Tantalum Oxide (TaOx) Memristor Devices in a 1T1R Configuration

神经形态工程学 记忆电阻器 NMOS逻辑 材料科学 电阻随机存取存储器 晶体管 光电子学 电子工程 纳米技术 计算机科学 电压 电气工程 工程类 人工神经网络 人工智能
作者
Sangwook Sihn,William L. Chambers,Minhaz Abedin,Karsten Beckmann,Nathaniel C. Cady,Sabyasachi Ganguli,Ajit K. Roy
出处
期刊:Small [Wiley]
被引量:6
标识
DOI:10.1002/smll.202310542
摘要

Abstract Memristors, non‐volatile switching memory platform, has recently attracted significant interest, offering unique potential to enable the realization of human brain‐like neuromorphic computing efficiency. Memristors also demonstrate excellent temperature tolerance, long‐term durability, and high tunability with nanosecond pulses, making them highly attractive for neuromorphic computing applications. To better understand the material processing, microstructure, and property relationship of switching mechanisms in memristor devices, computational methodologies, and tools are developed to predict the I–V characteristics of memristor devices based on tantalum oxide (TaO x ) resistive random‐access memory (ReRAM) integrated with an n‐channel metal–oxide–semiconductor (NMOS) transistor. A multiphysics model based on coupled partial differential equations for electrical and thermal transport phenomena is solved for the high‐ and low‐resistance states during the formation, growth, and destruction of a conducting filament through SET and RESET stages. These stages effectively represent the migration of oxygen vacancies within an oxide exchange layer. A series of parametric studies and energy minimization calculations are conducted to determine probable ranges for key material and model parameters accounting for the experimental data. The computational model successfully predicted the measured I–V curves across various gate voltages applied to the NMOS transistor in the one transistor one resistance (1T1R) configuration.
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