一种基于神经网络的光子集成芯片,用于区分光波包

IF 4.4 2区 物理与天体物理 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY
Chu-En Lin , Ya-Fan Chen , Ching-Pao Sun , Chii-Chang Chen
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引用次数: 0

摘要

在这项工作中,我们利用光神经网络来识别一系列三角波和方波光包。该芯片的设计基于蓄水池计算,由定向耦合器、移相器、马赫-泽恩德调制器、螺旋波导和光栅耦合器组成。非线性激活函数由定向耦合器获得。通过调整移相器上的电压,以获得不同输入波包下输出信号的最大消光比,从而实现光存储计算系统的优化。光子集成芯片是在硅绝缘体上制造的,其工作频率为 3 GHz。结果表明,该光子集成芯片能有效区分三角波和方波光包。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A photonic integrated chip for distinguishing the optical wave packets based on a neural-network
In this work, we use an optical-neural network to recognize a series of optical triangular and square wave packets. This chip is designed based on the reservoir computing, consisting of the directional couplers, phase shifters, Mach-Zehnder modulators, spiral waveguide and grating couplers. The non-linear activation function is obtained by the directional couplers. The optimization of the optical reservoir computing system is performed by tuning the voltage on the phase shifters to obtain the largest extinction ratio of the output signals for different input wave packets. The photonic integrated chip is fabricated on silicon-on-insulator and is characterized at an operation frequency of 3 GHz. The results demonstrate that the photonic integrated chip can efficiently distinguish between optical triangular and square wave packets.
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来源期刊
Results in Physics
Results in Physics MATERIALS SCIENCE, MULTIDISCIPLINARYPHYSIC-PHYSICS, MULTIDISCIPLINARY
CiteScore
8.70
自引率
9.40%
发文量
754
审稿时长
50 days
期刊介绍: Results in Physics is an open access journal offering authors the opportunity to publish in all fundamental and interdisciplinary areas of physics, materials science, and applied physics. Papers of a theoretical, computational, and experimental nature are all welcome. Results in Physics accepts papers that are scientifically sound, technically correct and provide valuable new knowledge to the physics community. Topics such as three-dimensional flow and magnetohydrodynamics are not within the scope of Results in Physics. Results in Physics welcomes three types of papers: 1. Full research papers 2. Microarticles: very short papers, no longer than two pages. They may consist of a single, but well-described piece of information, such as: - Data and/or a plot plus a description - Description of a new method or instrumentation - Negative results - Concept or design study 3. Letters to the Editor: Letters discussing a recent article published in Results in Physics are welcome. These are objective, constructive, or educational critiques of papers published in Results in Physics. Accepted letters will be sent to the author of the original paper for a response. Each letter and response is published together. Letters should be received within 8 weeks of the article''s publication. They should not exceed 750 words of text and 10 references.
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