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Micro mirrors based coupling of light to multi-core fiber realizing in-fiber photonic neural network processor

机译:基于微镜的光耦合到多芯光纤,实现光纤内光子神经网络处理器

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摘要

Hardware implementation of artificial neural networks facilitates real-time parallel processing of massive data sets. Optical neural networks offer low-volume 3D connectivity together with large bandwidth and minimal heat production in contrast to electronic implementation. Here, we present a DMD based approaches to realize energetically efficient light coupling into a multi-core fiber realizing a unique design for in-fiber optical neural networks. Neurons and synapses are realized as individual cores in a multi-core fiber. Optical signals are transferred transversely between cores by means of optical coupling. Pump driven amplification in Erbium-doped cores mimics synaptic interactions. In order to dynamically and efficiently couple light into the multi-core fiber a DMD based micro mirror device is used to perform proper beam shaping operation. The beam shaping reshapes the light into a large set of points in space matching the positions of the required cores in the entrance plane to the multi-core fiber.
机译:人工神经网络的硬件实现促进了海量数据集的实时并行处理。与电子实现相比,光学神经网络提供了小容量的3D连接性以及较大的带宽和最小的热量产生。在这里,我们提出了一种基于DMD的方法,以实现能量高效地将光耦合到多芯光纤中,从而实现光纤内光学神经网络的独特设计。神经元和突触被实现为多核光纤中的单个核。光信号通过光耦合在芯之间横向传输。掺Er核中的泵驱动放大模拟突触相互作用。为了将光动态有效地耦合到多芯光纤中,基于DMD的微镜设备用于执行适当的光束整形操作。光束整形将光重新整形为空间中的一大组点,这些点与多芯光纤在入射平面中所需芯的位置相匹配。

著录项

  • 来源
  • 会议地点 San Francisco(US)
  • 作者单位

    Faculty of Engineering and the Nanotechnology Center, Bar-Ilan University, Ramat-Gan 52900,Israel;

    Faculty of Engineering and the Nanotechnology Center, Bar-Ilan University, Ramat-Gan 52900,Israel,Faculty of Engineering, Holon Institute of Technology, Holon, Israel;

    Faculty of Engineering and the Nanotechnology Center, Bar-Ilan University, Ramat-Gan 52900,Israel;

    Faculty of Engineering and the Nanotechnology Center, Bar-Ilan University, Ramat-Gan 52900,Israel;

    Life Science Institute, Hebrew University, Jerusalem, Israel,The Edmond and Lily Safra Center for Brain Sciences, Hebrew University, Jerusalem, Israel;

    Faculty of Engineering and the Nanotechnology Center, Bar-Ilan University, Ramat-Gan 52900,Israel;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Neural networks; beam shaping; optical computing; multi-core fiber;

    机译:神经网络;光束整形光学计算多芯光纤;

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