材料科学
电阻随机存取存储器
神经形态工程学
堆栈(抽象数据类型)
光电子学
计算机科学
电压
电气工程
人工神经网络
机器学习
程序设计语言
工程类
作者
Jihyung Kim,Subaek Lee,Sung-Joon Kim,Sen Yang,Jung‐Kyu Lee,Tae‐Hyeon Kim,Muhammad Ismail,Chandreswar Mahata,Yoon Kim,Woo Young Choi,Sungjun Kim
标识
DOI:10.1002/adfm.202310193
摘要
Abstract This study implements a highly uniform 3D vertically stack resistive random‐access memory (VRRAM) with a four‐layer contact hole structure. The fabrication process of a four‐layer VRRAM is demonstrated, and its physical and electrical properties are thoroughly examined. X‐ray photoelectron spectroscopy and transmission electron microscopy are employed to analyze the chemical distribution and physical structure of the VRRAM device. Multilevel capability, reliable endurance (>10 4 cycles), and retention (10 4 s) are successfully obtained. Synaptic memory plasticity, such as spike time‐dependent plasticity, spike rate‐dependent plasticity, excitatory post‐synaptic current, paired‐pulse facilitation, and long‐term potentiation and depression is presented. Finally, the vector‐matrix multiplication (VMM) operation is conducted on a 4 × 12 VRRAM array, according to the low resistance state ratio. It is ascertained that the accuracy drop, which can occur due to VMM error, can be limited to a decrease of less than 0.44% point. Utilizing the high‐density, multilevel, and biological characteristics of VRRAM, it is possible to implement high‐performance neuromorphic systems that require densely integrated synaptic devices.
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