热驱动的多层非易失性记忆与单层MoS2为大脑启发的人工学习
Sameer Kumar Mallik1,2, Roshan Padhan1,2, Mousam Charan Sahu1,2
1Laboratory for Low Dimensional Materials, Institute of Physics, Bhubaneswar 751005, India.
ACS applied materials & interfaces
|July 19, 2023
概括
单层MoS2内存晶体管在室温下充当晶体管,但在高温下表现出突触记忆操作. 这种2D半导体技术可以实现高效的数据处理和存储,用于大脑启发的计算.
科学领域:
- 材料科学 材料科学 材料科学
- 凝聚物质物理学 凝聚物质物理学
- 纳米技术 纳米技术
背景情况:
- 现代电子设备需要先进的计算平台来进行内存操作和高密度数据存储.
- 需要替代传统·诺伊曼架构来满足这些需求.
研究的目的:
- 为了证明单层MoS2晶体管的多功能性,用于先进的计算应用.
- 探索温度依赖的记忆机制和非挥发性记忆应用的潜力.
主要方法:
- 单层 MoS2 晶体管的制造和表征.
- 在不同温度下 (室温和>350 K) 检查设备的性能.
- 对界面物理,离子动力学和电荷转移控制记忆机制的分析.
主要成果:
- 一个单层的MoS2晶体管在室温下表现出内在晶体管的行为.
- 在高于350K的温度下,设备显示突触多层记忆操作.
- 在单个场效应晶体管 (FET) 设备中展示了3位多层存储能力.
- 在人工神经网络模拟中使用MoS2传记晶体管进行数据处理,实现了高分类准确度.
结论:
- 在MoS2晶体管中,温度依赖的界面物理使得多功能计算功能成为可能.
- 这些二维半导体设备为高密度数据存储和大脑启发的人工学习提供了有希望的途径.
- 拟议的非挥发性内存应用利用热能来增强内存功能.
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