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Assessment of concrete pavement support conditions using distributed optical vibration sensing fiber and a neural network

机译:使用分布式光学振动传感光纤和神经网络评估混凝土路面支撑条件

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摘要

This paper presents a new method that uses distributed optical vibration sensing (DOVS) technology and a neural network, which can access the concrete pavement support condition with lower cost and higher efficiency. This method relies on the vibration properties of the concrete pavement slabs, which was captured by an embedded DOVS system and extracted using the wavelet packet transform. Based on the extracted properties, a grading method that using probabilistic neural network (PNN) to assess the support condition was proposed. Through field tests, the accuracy of this method can reach 92.8% for 2-grade assessment and 81.4% for 3-grade assessment, respectively. (C) 2019 Elsevier Ltd. All rights reserved.
机译:本文介绍了一种采用分布式光学振动传感(DOV)技术和神经网络的新方法,可以以较低的成本和更高的效率访问混凝土路面支撑条件。该方法依赖于混凝土路面板的振动特性,其被嵌入式DOVS系统捕获并使用小波分组变换提取。基于提取的性质,提出了一种使用概率神经网络(PNN)来评估支撑条件的分级方法。通过现场测试,分别为2年级评估的准确性达到92.8%,分别为3级评估81.4%。 (c)2019 Elsevier Ltd.保留所有权利。

著录项

  • 来源
    《Construction and Building Materials》 |2019年第20期|214-226|共13页
  • 作者单位

    Tongji Univ Key Lab Rd & Traff Engn Minist Educ Shanghai 201804 Peoples R China|Tongji Univ Key Lab Infrastruct Durabil & Operat Safety Airfi CAAC Shanghai 201804 Peoples R China;

    Tongji Univ Key Lab Rd & Traff Engn Minist Educ Shanghai 201804 Peoples R China|Tongji Univ Key Lab Infrastruct Durabil & Operat Safety Airfi CAAC Shanghai 201804 Peoples R China;

    Tongji Univ Key Lab Rd & Traff Engn Minist Educ Shanghai 201804 Peoples R China|Tongji Univ Key Lab Infrastruct Durabil & Operat Safety Airfi CAAC Shanghai 201804 Peoples R China;

    Tongji Univ Key Lab Rd & Traff Engn Minist Educ Shanghai 201804 Peoples R China|Tongji Univ Key Lab Infrastruct Durabil & Operat Safety Airfi CAAC Shanghai 201804 Peoples R China;

    Tongji Univ Key Lab Rd & Traff Engn Minist Educ Shanghai 201804 Peoples R China|Tongji Univ Key Lab Infrastruct Durabil & Operat Safety Airfi CAAC Shanghai 201804 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

    Concrete pavement; Support condition; Distributed optical vibration sensing; Vibration testing; Wavelet packet transform; Probabilistic neural network;

    机译:混凝土路面;支撑条件;分布式光学振动传感;振动测试;小波包变换;概率神经网络;

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