MZI-switched dual-input SOI-AWG interrogator for neural-network-assisted FBG interrogation.

IF 3.3 2区 物理与天体物理 Q2 OPTICS
Optics letters Pub Date : 2026-10-01 DOI:10.1364/OL.612115
Qichao Wang, Jingzhou Sun, Zixiao Zhu, Binfeng Yun, Guohua Hu, Yiping Cui
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引用次数: 0

Abstract

A dual-input silicon-on-insulator (SOI) arrayed waveguide grating (AWG) fiber Bragg grating (FBG) interrogator, enabled by an on-chip Mach-Zehnder interferometer (MZI) switch, is proposed and experimentally demonstrated. The device integrates a polarization beam splitter (PBS), a thermo-optic MZI, and an asymmetric dual-input AWG. The MZI enables on-chip selection of two AWG input ports, generating complementary spectral responses without increasing the number of output channels. Due to fabrication-induced non-idealities in SOI-AWG responses, conventional fitting-based interrogation methods suffer from increased errors. A feature-engineered feedforward neural network (FNN) is developed by exploiting multichannel responses from the two input states. Experimental results show that the proposed dual-input FNN achieves an interrogation root-mean-square error (RMSE) of 2.33 pm on an independent external test set, reducing the error from 8.06 pm obtained by polynomial fitting. This work provides a compact and high-precision solution for on-chip FBG interrogation.

用于神经网络辅助FBG询问的mzi开关双输入SOI-AWG询问器。
提出了一种采用片上Mach-Zehnder干涉仪(MZI)开关实现的双输入绝缘体上硅(SOI)阵列波导光栅(AWG)光纤布拉格光栅(FBG)询问器,并进行了实验验证。该器件集成了偏振分束器(PBS)、热光学MZI和非对称双输入AWG。MZI支持片上选择两个AWG输入端口,在不增加输出通道数量的情况下产生互补的光谱响应。由于SOI-AWG反应的非理想性,传统的基于拟合的询问方法的误差增加。利用两种输入状态的多通道响应,开发了一种特征工程前馈神经网络(FNN)。实验结果表明,该双输入FNN在独立的外部测试集上获得了2.33 pm的询问均方根误差(RMSE),大大降低了多项式拟合得到的8.06 pm的误差。这项工作为片上FBG查询提供了一个紧凑和高精度的解决方案。
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来源期刊
Optics letters
Optics letters 物理-光学
CiteScore
6.60
自引率
8.30%
发文量
2275
审稿时长
1.7 months
期刊介绍: The Optical Society (OSA) publishes high-quality, peer-reviewed articles in its portfolio of journals, which serve the full breadth of the optics and photonics community. Optics Letters offers rapid dissemination of new results in all areas of optics with short, original, peer-reviewed communications. Optics Letters covers the latest research in optical science, including optical measurements, optical components and devices, atmospheric optics, biomedical optics, Fourier optics, integrated optics, optical processing, optoelectronics, lasers, nonlinear optics, optical storage and holography, optical coherence, polarization, quantum electronics, ultrafast optical phenomena, photonic crystals, and fiber optics. Criteria used in determining acceptability of contributions include newsworthiness to a substantial part of the optics community and the effect of rapid publication on the research of others. This journal, published twice each month, is where readers look for the latest discoveries in optics.
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