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Intensity and Wavelength Division Multiplexing FBG Sensor System Using a Raman Amplifier and Extreme Learning Machine

机译:使用拉曼放大器和极限学习机的强度和波分复用FBG传感器系统

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摘要

A fiber Bragg grating (FBG) sensor is a favorable sensor in measuring strain, pressure, vibration, and temperature in different applications, such as in smart structures, wind turbines, aerospace, industry, military, medical centers, and civil engineering. FBG sensors have the following advantages: immune to electromagnetic interference, light weight, small size, flexible, stretchable, highly accurate, longer stability, and capable in measuring ultra-high-speed events. In this paper, we propose and demonstrate an intensity and wavelength division multiplexing (IWDM) FBG sensor system using a Raman amplifier and extreme learning machine (ELM). We use an IWDM technique to increase the number of FBG sensors. As the number of FBG sensors increases and the spectra of two or more FBGs are overlapped, a conventional peak detection (CPD) method is unappropriate to detect the central Bragg wavelength of each FBG sensor. To solve this problem, we use ELM techniques. An ELM is used to accurately detect the central Bragg wavelength of each FBG sensor even when the spectra of FBGs are partially or fully overlapped. Moreover, a Raman amplifier is added to a fiber span to generate a gain medium within the transmission fiber, which amplifies the signal and compensates for the signal losses. The transmission distance and the sensing signal quality increase when the Raman pump power increases. The experimental results revealed that a Raman amplifier compensates for the signal losses and provides a stable sensing output even beyond a 45 km transmission distance. We achieve a remote sensing of strain measurement using a 45 km single-mode fiber (SMF). Furthermore, the well-trained ELM wavelength detection methods accurately detect the central Bragg wavelengths of FBG sensors when the two FBG spectra are fully overlapped.
机译:光纤布拉格光栅(FBG)传感器是一种有利的传感器,用于测量不同应用中的应变,压力,振动和温度,例如智能结构,风力涡轮机,航空航天,工业,军事,医疗中心和土木工程。 FBG传感器具有以下优点:免受电磁干扰,重量轻,体积小,柔韧,可伸缩,高精度,稳定性,能够测量超高速事件。在本文中,我们提出并展示了使用拉曼放大器和极限学习机(ELM)的强度和波分复用(IWDM)FBG传感器系统。我们使用IWDM技术来增加FBG传感器的数量。随着FBG传感器的数量增加并且两个或更多个FBG的光谱重叠,传统的峰值检测(CPD)方法是不合适的,以检测每个FBG传感器的中央布拉格波长。要解决这个问题,我们使用榆树技术。即使当FBG的光谱部分或完全重叠时,ELM用于精确地检测每个FBG传感器的中央布拉格波长。此外,将拉曼放大器添加到光纤跨度以在透射光纤内产生增益介质,该增益介质放大信号并补偿信号损耗。当拉曼泵功率增加时,传输距离和感测信号质量增加。实验结果表明,拉曼放大器甚至超过45 km传输距离的信号损耗补偿了信号损耗并提供稳定的感测输出。我们使用45 km单模光纤(SMF)达到应变测量的遥感。此外,当两个FBG光谱完全重叠时,训练有素的ELM波长检测方法精确地检测FBG传感器的中央布拉格波长。

著录项

  • 来源
    《Journal of Sensors》 |2018年第4期|共11页
  • 作者单位

    Natl Taipei Univ Technol Dept Electroopt Engn Taipei Taiwan;

    Natl Taipei Univ Technol Dept Electroopt Engn Taipei Taiwan;

    Natl Taipei Univ Technol Dept Electroopt Engn Taipei Taiwan;

    Natl Taipei Univ Technol Dept Electroopt Engn Taipei Taiwan;

    Bahir Dar Univ Dept Comp Sci Bahir Dar Ethiopia;

    Natl Taipei Univ Technol Dept Electroopt Engn Taipei Taiwan;

    Natl Taipei Univ Technol Dept Electroopt Engn Taipei Taiwan;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 TP212;
  • 关键词

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