用于替代计算的二维基于材料的记忆设备
Jey Panisilvam1, Ha Young Lee1, Sujeong Byun1
1Department of Electrical and Electronic Engineering, Faculty of Engineering and Information Technology, University of Melbourne, Melbourne, 3000, Australia.
Nano convergence
|June 27, 2024
概括
二维 (2D) 材料使神经形态计算的先进记忆器件成为可能. 本综述涵盖了二维材料记忆器,它们的切换机制,以及人工智能交叉阵列中的应用.
科学领域:
- 材料科学 材料科学 材料科学
- 纳米技术纳米技术
- 计算机工程 计算机工程
背景情况:
- 二维 (2D) 材料为下一代电子设备提供独特的特性.
- 记忆器对于神经形态计算和人工智能 (AI) 来说至关重要.
- 交叉条数组对于基于硬件的神经网络至关重要.
研究的目的:
- 审查目前对基于二维材料的记忆设备的研究.
- 探索这些memristor中的各种开关机制.
- 讨论它们在神经形状横条数组中的应用以及未来的方向.
主要方法:
- 关于二维材料记忆器的文献综述.
- 分析不同的开关机制 (例如,离子,电子).
- 检查设备集成到跨条数组架构中的设备集成.
主要成果:
- 2D 材料在记忆应用中表现出有前途的特性.
- 正在探索各种切换机制,以实现有效的收费运输.
- 已经证明了2D记忆器在神经形交叉阵列中的成功集成.
结论:
- 2D材料对于推进memristor技术至关重要.
- 需要进一步的研究来克服挑战并优化性能.
- 这个领域对未来的人工智能硬件有很大的潜力.
相关概念视频
MOS Capacitor
760
A Metal-Oxide-Semiconductor (MOS) capacitor is a fundamental structure used extensively in semiconductor device technology, particularly in the fabrication of integrated circuits and MOSFETs (metal-oxide-semiconductor field-effect transistors). The MOS capacitor consists of three layers: a metal gate, a dielectric oxide, and a semiconductor substrate.
The metal gate is typically made from highly conductive materials such as aluminum or polysilicon. Beneath the metal gate lies a thin layer of...
The metal gate is typically made from highly conductive materials such as aluminum or polysilicon. Beneath the metal gate lies a thin layer of...
760
Mnemonic Devices
72
Mnemonic devices are cognitive tools that facilitate memory retention by linking new information to familiar patterns or organizational strategies. These techniques are beneficial for remembering complex or lengthy sets of information by simplifying and structuring them in easily retrievable ways.
Acronyms
Acronyms are created by using the initial letters of a series of words to form a new word or phrase. This approach condenses complex information into a single, memorable entity. For example,...
Acronyms
Acronyms are created by using the initial letters of a series of words to form a new word or phrase. This approach condenses complex information into a single, memorable entity. For example,...
72
MOSFET
451
The Metal-Oxide-Semiconductor Field-Effect Transistor (MOSFET) plays a pivotal role in modern electronics thanks to its versatility and efficiency in controlling electrical currents. This device, also known as IGFET, MISFET, and MOSFET, has three main terminals: the Source, Drain, and Gate. MOSFETs are classified into n-channel or p-channel types based on the doping characteristics of their substrate and the source or drain regions.
In an n-MOSFET, the structure includes n-type source and drain...
In an n-MOSFET, the structure includes n-type source and drain...
451


