记忆材料,设备和系统的最新进展和未来前景
Min-Kyu Song1,2, Ji-Hoon Kang1,2, Xinyuan Zhang2,3
1Department of Mechanical Engineering, Massachusetts Institute of Technology (MIT), Cambridge, Massachusetts 02139, United States.
ACS nano
|June 29, 2023
概括
记忆器件为CMOS技术提供了一个有前途的替代方案,提高了计算功率的效率. 本综述涵盖了最近的记忆技术进步和人工智能和计算的未来应用.
科学领域:
- 材料科学 材料科学 材料科学
- 计算机工程 计算机工程
- 纳米技术 纳米技术
背景情况:
- 传统的CMOS技术面临着发展的局限性.
- 记忆式设备,特别是基于氧化物的电阻开关,在2008年出现.
- 记忆器表现出仿生记忆特性,这对于低功耗计算至关重要.
研究的目的:
- 提供对最近的记忆技术的全面概述.
- 讨论关于记忆应用的研究方向.
- 提供对未来技术的前性视角.
主要方法:
- 关于记忆器件,理论,算法,架构和系统的文学评论.
- 分析当前的研究趋势和应用.
- 确定未来的挑战和机遇.
主要成果:
- 在记忆设备及其集成方面取得了重大进展.
- 在AI硬件加速器,传感器内计算和概率计算中探索记忆应用.
- 确定关键的研究方向和创新机会.
结论:
- 记忆技术提供了一个超越CMOS限制的可行途径.
- 为了充分发挥记忆器械的潜力,进一步的研究至关重要.
- 记忆技术的创新有望对计算产生变革性的影响.
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