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相关概念视频

Types of Reversible Electrodes01:24

Types of Reversible Electrodes

For electrode reversibility to be maintained, all the reactants and products involved in the half-reaction must be present at the electrode. There are several types of reversible electrodes (half-cells).In metal-metal-ion electrodes, a metal balances electrochemically with a solution of its own ions. Examples are Cu2+|Cu and Zn2+|Zn. Metals that react with the solvent, like group 1 and most group 2 metals, which react with water, and zinc, which reacts with aqueous acidic solutions, cannot be...

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基于共平面门结构的低编程干扰的电解质门式晶体管阵列 (20 × 20),用于无监督学习.

Wenkui Zhang1, Jun Li1,2, Mengjiao Li1

  • 1School of Microelectronics Shanghai University Shanghai 201800 China.

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概括
此摘要是机器生成的。

研究人员开发了一种用于内存计算 (CIM) 应用的大型电解质通道晶体管 (EGT) 阵列. 这种新型EGT阵列在无监督学习任务中实现了高精度,为高效的计算架构铺平了道路.

关键词:
阵列数组是一个数组.电解质门通晶体管的电解质门通晶体管.低能耗 低能耗 低能耗没有监督的学习学习.获胜者获所有 神经网络.

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科学领域:

  • 材料科学与工程 材料科学与工程
  • 电气工程 电气工程
  • 计算机科学 计算机科学

背景情况:

  • 计算内存 (CIM) 为计算中的数据传输瓶提供了解决方案.
  • 在CIM中,传统的双终端设备面临着诸如漏电流和高功耗等挑战.
  • 由于制造的复杂性,对用于CIM的三端电解质门式晶体管 (EGT) 的大规模演示是有限的.

研究的目的:

  • 为高效的CIM应用设计和演示一个大规模的EGT阵列.
  • 通过使用基于晶体管的阵列来克服现有的CIM技术的局限性.
  • 展示EGT在构建综合突触阵列中的潜力,用于先进的计算.

主要方法:

  • 20x20 EGT阵列的制造使用--氧化物和合的多烯烯电解质.
  • 作为突触的个人EGT的表征,评估导电范围,能量消耗,可重复性和更新线性.
  • 实施无监督学习,使用54个EGT的获胜者获取全部神经网络.

主要成果:

  • 该EGT阵列展示了精确的设备编程,并使相邻设备之间的信号干扰最小.
  • 对于读写操作和近线更新特征,个别EGT的能耗较低 (6.984 fJ).
  • 神经网络在50次训练代后实现了字母分类100%的准确性.

结论:

  • 开发的EGT阵列显示了在突触电路中大规模集成的重大前景.
  • 这项工作突出了EGT在实现高效和高性能计算架构方面的潜力.
  • 证明的无监督学习能力强调了EGT在神经形态计算应用中的可行性.