A Linear Prediction and Support Vector Regression-Based Debonding Detection Method Using Step-Frequency Ground Penetrating Radar

Le Bastard Cedric; Pan Jingjing; Wang Yide; Sun Meng; Todkar Shreedhar Savant; Baltazart Vincent; Pinel Nicolas; Ihamouten Amine; Derobert Xavier; Bourlier Christophe

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A Linear Prediction and Support Vector Regression-Based Debonding Detection Method Using Step-Frequency Ground Penetrating Radar

机译：基于线性预测和支持向量回归的基于回归的剥离检测方法穿透雷达

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摘要

In the field of civil engineering, ground penetrating radar (GPR) is a highly efficient nondestructive testing tool for sustainable management of pavement infrastructures. GPR allows to evaluate the structure of the roadway over large distances (with contactless configurations) and to detect significant subsurface defects. This letter presents a new method to detect thin debondings within pavement structures with the step-frequency GPR. The proposed method enables us to carry out the detection with only a small number of frequency samples and A-scans. It is based on the linear prediction and support vector regression theories. Two experimental results show its effectiveness.

机译：在土木工程领域，地面穿透雷达（GPR）是一种高效的无损性测试工具，可用于路面基础设施的可持续管理。 GPR允许评估大距离（具有非接触式配置）的道路结构，并检测显着的地下缺陷。这封信介绍了一种新方法，可以使用梯度频率GPR检测路面结构中的薄剥离。所提出的方法使我们只能用少量频率样本和扫描进行检测。它基于线性预测和支持向量回归理论。两个实验结果表明了其有效性。

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来源
《Annals of the American Thoracic Society》 |2019年第3期|共5页
作者
Le Bastard Cedric; Pan Jingjing; Wang Yide; Sun Meng; Todkar Shreedhar Savant; Baltazart Vincent; Pinel Nicolas; Ihamouten Amine; Derobert Xavier; Bourlier Christophe;
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作者单位

Cerema Project Team ENDSUM F-49136 Les Ponts De Ce France;

Univ Nantes Inst Elect &

Telecommun Rennes UMR CNRS 6164 Polytech Nantes F-44306 Nantes France;

Univ Nantes Inst Elect &

Telecommun Rennes UMR CNRS 6164 Polytech Nantes F-44306 Nantes France;

Shanghai Maritime Univ Informat Engn Coll Shanghai 201306 Peoples R China;

Cerema Project Team ENDSUM F-49136 Les Ponts De Ce France;

French Res Inst Sci &

Technol Transport Dev &

Net F-44344 Bouguenais France;

Univ Nantes Inst Elect &

Telecommun Rennes UMR CNRS 6164 Polytech Nantes F-44306 Nantes France;

Cerema Project Team ENDSUM F-49136 Les Ponts De Ce France;

French Res Inst Sci &

Technol Transport Dev &

Net F-44344 Bouguenais France;

Univ Nantes Inst Elect &

Telecommun Rennes UMR CNRS 6164 Polytech Nantes F-44306 Nantes France;

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原文格式 PDF
正文语种 eng
中图分类呼吸系及胸部疾病;
关键词
Debondings; detection; linear prediction (LP); pavements; step-frequency ground penetrating radar (SF-GPR); support vector regression (SVR);

机译：剥夺;检测;线性预测（LP）;路面;逐步射击雷达（SF-GPR）;支持向量回归（SVR）;

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专利

1. A Linear Prediction and Support Vector Regression-Based Debonding Detection Method Using Step-Frequency Ground Penetrating Radar [J] . Le Bastard Cedric, Pan Jingjing, Wang Yide, IEEE Geoscience and Remote Sensing Letters . 2019,第3期

机译：步进频率探地雷达的线性预测和支持向量回归解键检测方法
2. Non-destructive detection of highway hidden layer defects using a ground-penetrating radar and adaptive particle swarm support vector machine [J] . Xinyu Liu, Peiwen Hao, Aihui Wang, PeerJ Computer Science . 2021,第a期

机译：使用地面穿透雷达和自适应粒子群支持向量机的非破坏性检测公路隐藏层缺陷
3. A linear prediction land mine detection algorithm for hand held ground penetrating radar [J] . Ho K.C., Gader P.D. IEEE Transactions on Geoscience and Remote Sensing. . 2002,第6期

机译：手持式探地雷达的线性预测地雷检测算法
4. Detection of debondings with Ground Penetrating Radar using a machine learning method [C] . Shreedhar Savant Todkar, Cédric Le Bastard, Amine Ihamouten, International Workshop on Advanced Ground Penetrating Radar . 2017

机译：使用机器学习方法的探地雷达检测脱胶
5. Linear prediction models for landmine detection using handheld ground penetrating radar [D] . Raval, Kunal M. 2004

机译：手持式探地雷达探测地雷的线性预测模型
6. Rapid Detection Methods for Asphalt Pavement Thicknesses and Defects by a Vehicle-Mounted Ground Penetrating Radar (GPR) System [O] . Zehua Dong, Shengbo Ye, Yunze Gao, 2016

机译：车载探地雷达（GPR）系统快速检测沥青路面厚度和缺陷的方法
7. ime-Delay Estimation using Ground Penetrating Radar with a Support Vector Regression based Linear Prediction Method [O] . pan, jingjing, Le Bastard, Cédric, Wang, Yide, 2018

机译：地面穿透雷达的ime-delay估计和基于支持向量回归的线性预测方法
8. Feature-Based Methods for Landmine Detection with Ground Penetrating Radar. [R] . Gader, P. D., Wilson, J. N., Bolton, J. 2012

机译：基于特征的探地雷达地雷探测方法。

A Linear Prediction and Support Vector Regression-Based Debonding Detection Method Using Step-Frequency Ground Penetrating Radar

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