Preparation and Performance Analysis of Thin-Film Artificial Intelligence Transistors Based on Integration of Storage and Computing

计算机科学 薄膜晶体管 晶体管 人工智能 计算机体系结构 材料科学 电气工程 纳米技术 工程类 电压 图层(电子)
作者
Peilong Xu,Incheol Shin
出处
期刊:IEEE Access [Institute of Electrical and Electronics Engineers]
卷期号:12: 30593-30603 被引量:13
标识
DOI:10.1109/access.2024.3369171
摘要

In this study, a thin-film artificial intelligence transistor device based on the integration of memory and computing was designed and assessed. For this device, skyrmions were used to construct an integrated memory and computing architecture that combined content-addressable memory functions and logic operational functions. First, a dual memory cell under vertical current control was designed; based on this, a current-driven skyrmion track memory was constructed. Then, the logic gate components of the skyrmion track were constructed as the operation module. Subsequently, simulates were conducted on the device, and the results showed that when Db = 0 mJ/m2 and 3 mJ/m2, Wb = 0 nm, and the position of the temporal lateral displacement curve was highest. When Wb = 18 nm, the position of the temporal lateral displacement curve was lowest. In the logic gate performance simulate, the moving speed of the skyrmion reflected a positive proportional relationship with driving-current density. Finally, in the skyrmion moving simulate, the upper part of the system stably displayed NOR operational functions, and the lower end stably displayed NAND operational functions. This research lays the foundation for designing a fifth-generation AI processor in which storage and computing are integrated.
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