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Propagation Speed of Electromagnetic Waves01:30

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Electromagnetic waves are consistent with Ampere's law. Assuming there is no conduction current Ampere's law is given as:
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Characterization of Anisotropic Leaky Mode Modulators for Holovideo
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超宽带全光学非线性激活功能由MoTe2/光学波导集成设备启用.

Chenduan Chen1, Zhan Yang2,3, Tao Wang1

  • 1Zhejiang Lab, Hangzhou, Zhejiang, 311121, China.

Nature communications
|October 19, 2024
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研究人员使用2D MoTe2和光学波导开发了一种全新的全光学非线性激活功能. 这一突破使得光学神经网络更快,更有效,在图像识别任务中具有高精度.

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科学领域:

  • 光子学和材料科学 材料科学
  • 集成光学 集成光学 集成光学
  • 人工智能 硬件 硬件

背景情况:

  • 全光非线性激活函数 (NAF) 对于光神经网络 (ONN) 是必不可少的.
  • 目前的芯片内NAF在集成,延迟,功耗和高激活值方面扎.
  • 集成ONN的进步需要改进NAF以实现高效的计算.

研究的目的:

  • 为先进的ONN开发一个集成的非线性光学激活器.
  • 克服现有的全光 NAF 的局限性.
  • 为了证明二维材料在光子设备中的潜力.

主要方法:

  • 2D二甲 (MoTe2) 与光学波导 (OWG) 的接集成.
  • 激活器的超宽带响应的表征 (可见到近红外).
  • 在模拟MNIST和CIFAR-10图像识别中应用开发的NAF.

主要成果:

  • 从可见到近红外波长实现了超宽带响应.
  • 证明了低激活值 (0.94μW) 和超快的响应率 (2.08 THz).
  • 在图像识别方面实现了高精度:97.6%的MNIST和94.6%的CIFAR-10.

结论:

  • 开发的非线性光学激活器显示了高密度,低值,超宽带3DONN的巨大潜力.
  • 整合2D材料为下一代光学计算提供了一个有前途的途径.
  • 这项工作为实际实施高效的ONN铺平了道路.