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EMD self-adaptive selecting relevant modes algorithm for FBG spectrum signal

机译:FBG频谱信号的EMD自适应选择相关模式算法

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摘要

Noise may reduce the demodulation accuracy of fiber Bragg grating (FBG) sensing signal so as to affect the quality of sensing detection. Thus, the recovery of a signal from observed noisy data is necessary. In this paper, a precise self-adaptive algorithm of selecting relevant modes is proposed to remove the noise of signal. Empirical mode decomposition (EMD) is first used to decompose a signal into a set of modes. The pseudo modes cancellation is introduced to identify and eliminate false modes, and then the Mutual Information (MI) of partial modes is calculated. MI is used to estimate the critical point of high and low frequency components. Simulation results show that the proposed algorithm estimates the critical point more accurately than the traditional algorithms for FBG spectral signal. While, compared to the similar algorithms, the signal noise ratio of the signal can be improved more than 10 dB after processing by the proposed algorithm, and correlation coefficient can be increased by 0.5, so it demonstrates better de-noising effect. (C) 2017 Elsevier Inc. All rights reserved.
机译:噪声可能会降低光纤布拉格光栅(FBG)传感信号的解调精度,从而影响传感检测的质量。因此,从观察到的噪声数据中恢复信号是必要的。提出了一种精确选择相关模式的自适应算法,以去除信号噪声。经验模式分解(EMD)首先用于将信号分解为一组模式。引入伪模式消除以识别和消除伪模式,然后计算部分模式的互信息(MI)。 MI用于估计高频和低频分量的临界点。仿真结果表明,与传统算法相比,该算法对临界点的估计更为准确。同时,与同类算法相比,该算法处理后信号的信噪比可以提高10dB以上,相关系数可以提高0.5,具有较好的去噪效果。 (C)2017 Elsevier Inc.保留所有权利。

著录项

  • 来源
    《Optical fiber technology》 |2017年第7期|63-67|共5页
  • 作者单位

    Chongqing Univ Posts & Telecommun, MOE, Key Lab Ind Internet Things & Network Control, Chongqing 400065, Peoples R China;

    Chongqing Univ Posts & Telecommun, MOE, Key Lab Ind Internet Things & Network Control, Chongqing 400065, Peoples R China;

    Chongqing Univ Posts & Telecommun, Key Lab Opt Fibber Commun Technol, Chongqing 400065, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Fiber Bragg grating (FBG); Empirical mode decomposition (EMD); Mutual Information (MI); Relevant modes;

    机译:光纤布拉格光栅(FBG);经验模式分解(EMD);互信息(MI);相关模式;

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