用于替代计算的基于二维材料的记忆器件。

IF 13.4 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Nano Convergence Pub Date : 2024-06-27 DOI:10.1186/s40580-024-00432-7
Jey Panisilvam, Ha Young Lee, Sujeong Byun, Daniel Fan, Sejeong Kim
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引用次数: 0

摘要

二维(2D)材料具有独特的电子、机械和热特性,可形成有效的电荷传输开关机制,因此已成为下一代忆阻器的理想构件。忆阻器是包括神经形态计算在内的广泛应用中的关键元件,而神经形态计算在人工智能应用中正变得越来越重要。在由二维材料组成的基于硬件的神经网络的开发过程中,交叉条阵列是一个重要的组成部分。在本文中,我们总结了利用不同开关机制的基于二维材料的忆阻器件的研究现状,以及这些器件在神经形态交叉条阵列中的应用。此外,我们还讨论了该领域面临的挑战和未来发展方向。
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Two-dimensional material-based memristive devices for alternative computing

Two-dimensional (2D) materials have emerged as promising building blocks for next generation memristive devices, owing to their unique electronic, mechanical, and thermal properties, resulting in effective switching mechanisms for charge transport. Memristors are key components in a wide range of applications including neuromorphic computing, which is becoming increasingly important in artificial intelligence applications. Crossbar arrays are an important component in the development of hardware-based neural networks composed of 2D materials. In this paper, we summarize the current state of research on 2D material-based memristive devices utilizing different switching mechanisms, along with the application of these devices in neuromorphic crossbar arrays. Additionally, we discuss the challenges and future directions for the field.

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来源期刊
Nano Convergence
Nano Convergence Engineering-General Engineering
CiteScore
15.90
自引率
2.60%
发文量
50
审稿时长
13 weeks
期刊介绍: Nano Convergence is an internationally recognized, peer-reviewed, and interdisciplinary journal designed to foster effective communication among scientists spanning diverse research areas closely aligned with nanoscience and nanotechnology. Dedicated to encouraging the convergence of technologies across the nano- to microscopic scale, the journal aims to unveil novel scientific domains and cultivate fresh research prospects. Operating on a single-blind peer-review system, Nano Convergence ensures transparency in the review process, with reviewers cognizant of authors' names and affiliations while maintaining anonymity in the feedback provided to authors.
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