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GPR信号去噪的变分模态分解
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作者 刘财 商耀达 +1 位作者 鹿琪 徐杨杨 《吉林大学学报(地球科学版)》 CAS CSCD 北大核心 2024年第3期1042-1053,共12页
为了进一步提高探地雷达(ground penetrating radar,GPR)数据的信噪比,压制由随机扰动引起的随机绕射能量,将二维变分模态分解(two-dimensional variational mode decomposition,2D-VMD)引入二维GPR数据的噪声压制处理中。首先,对GPR数... 为了进一步提高探地雷达(ground penetrating radar,GPR)数据的信噪比,压制由随机扰动引起的随机绕射能量,将二维变分模态分解(two-dimensional variational mode decomposition,2D-VMD)引入二维GPR数据的噪声压制处理中。首先,对GPR数据进行2D-VMD处理,并分析各阶本征模态函数(intrinsic mode function,IMF)分量及其对应的频率-波数域谱来确定雷达剖面中的各回波类型。然后,计算IMF分量与原始数据的互相关系数来确定信号模态和噪声模态,并对信号模态进行重构得到降噪后的数据。理论数据和实测数据测试表明,相比于传统的1D-VMD法,2D-VMD滤波后的含噪正演记录峰值信噪比由6.44 dB增加到7.72 dB;经2D-VMD降噪处理后的雷达剖面在保留有效信号的基础上,可以有效压制随机扰动带来的噪声,并且得到的雷达剖面同相轴连续性更好。 展开更多
关键词 探地雷达 二维变分模态分解 频率-波数谱 互相关系数 去噪
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基于GPR探测的长江源地区冰川与冻土厚度研究
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作者 周黎明 张杨 《长江科学院院报》 CSCD 北大核心 2024年第3期1-8,共8页
长江源地区的冰川变化揭示了青藏高原气候变化趋势。冰下地形探测作为冰川发育和运动过程研究的基础,对长江地区水土保持和淡水资源储量研究具有指导意义。长江科学院在长达10 a的江源科考基础上,分别于2022年、2023年采用探地雷达(GPR... 长江源地区的冰川变化揭示了青藏高原气候变化趋势。冰下地形探测作为冰川发育和运动过程研究的基础,对长江地区水土保持和淡水资源储量研究具有指导意义。长江科学院在长达10 a的江源科考基础上,分别于2022年、2023年采用探地雷达(GPR)技术对长江正源沱沱河发源地格拉丹东主峰的冰川厚度进行精准探测,并对查旦湿地冻土厚度上限进行了探测研究。结合多种冰川和冻土地质模型的GPR波场模拟结果,提高了GPR技术在长江源地区冰川和冻土探测的有效性和精准度。探测结果表明,格拉丹东主峰冰川厚度和查旦湿地冻土厚度上限均有不同程度降低,冰川厚度和冻土厚度上限观测是一个常年积累的结果,后续仍需持续进行观测,积累更多数据,分析变化趋势,以估算探测区域内冰储量,研究气候变化对冰川的影响效果。 展开更多
关键词 长江源 探地雷达(gpr) 冰川 冻土 气候变化 水土保持 淡水资源储量
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Interpretation of Dune Genesis from Sedimentogical Data and Ground Penetrating Radar (GPR) Signatures: A Case Study from Ashirmata Dune Field, Mandvi Beach, Gujarat, India 被引量:4
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作者 Deshraj Trivedi Koravangatt Devi +5 位作者 Ilya Buynevich P. Srinivasan K. Ravisankar Vipul Silwal D. Sengupta Rajesh R. Nair 《International Journal of Geosciences》 2012年第4期772-779,共8页
The coastal dunes located near the Ashirmata region, south of Mandvi beach lies near the straight coast have been stud-ied by making use of sedimentological information and Ground Penetrating Radar (GPR) data. Sedimen... The coastal dunes located near the Ashirmata region, south of Mandvi beach lies near the straight coast have been stud-ied by making use of sedimentological information and Ground Penetrating Radar (GPR) data. Sedimentological analy-sis reveals the NNW-SSE trending longitudinal dunes consists of well sorted fine sands with unimodal distribution pos-sibly formed by constant wind gust and also the point out to the origin of sediments from single source;mostly the sediments derived from Indus delta transported to beach by long shore drift and tidal waves, carried inland by local on-shore winds. The radargram confirms, the homogenous sand layers with paleosols at shallow depth slip faces are proba-bly formed due to extreme storm activity of Recent. 展开更多
关键词 Coastal DUNE Ashirmata Region Sedimentogical Analysis ground PENETRATING radar PALEOSOL
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基于曲波域凸集投影算法的缺失GPR信号高精度重建
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作者 吴祺铭 王洪华 +1 位作者 席宇何 王欲成 《煤田地质与勘探》 EI CAS CSCD 北大核心 2024年第3期130-143,共14页
受采集环境和仪器性能的影响,实测探地雷达(GPR)剖面中不可避免会出现部分信号缺失和坏道现象,易造成目标体产生的反射波和绕射波同相轴不连续,严重降低后续处理与成像精度和分辨率。为此,将图像处理中广泛应用的凸集投影(POCS)算法与... 受采集环境和仪器性能的影响,实测探地雷达(GPR)剖面中不可避免会出现部分信号缺失和坏道现象,易造成目标体产生的反射波和绕射波同相轴不连续,严重降低后续处理与成像精度和分辨率。为此,将图像处理中广泛应用的凸集投影(POCS)算法与具有良好稀疏特性的曲波变换相结合,提出了一种基于曲波域POCS算法的缺失GPR信号高精度重建方法。从压缩感知理论出发,建立了离散曲波变换基下缺失信号重建的目标函数,并采用POCS算法详细推导了缺失GPR信号重建的时间域迭代公式。其中,线性和指数迭代阈值模型用于更新曲波变换系数,从而高精度重建时间域缺失信号;平均绝对误差、信噪比、峰值信噪比用于定量评价GPR信号重建精度。模拟与实测GPR信号的重建试验表明:POCS算法可有效重建GPR剖面中的缺失信号;与线性阈值模型的POCS算法相比,指数阈值模型的POCS算法重建精度更高;与指数阈值模型的频率域POCS算法相比,指数阈值模型的曲波域POCS算法用于重建GPR剖面中连续多道缺失信号的误差更小、纵向伪影能量更弱,且对复杂GPR结构模型的缺失信号重建具有较强的适用性;与线性和指数阈值模型的频率域POCS算法、线性阈值模型的曲波域POCS算法相比,指数阈值模型的曲波域POCS重建方法的重建精度更高、平均绝对误差下降45%~99%、信噪比和峰值信噪比提高1~20 dB,其重建结果可为后续处理与解释提供高质量GPR信号。 展开更多
关键词 探地雷达 压缩感知 凸集投影 曲波变换 信号重建
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基于HSP⁃GPR法的隧道三维超前地质预报技术及应用
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作者 苏晓堃 高红兵 《铁道学报》 EI CAS CSCD 北大核心 2024年第7期150-158,共9页
隧道施工中,岩溶致灾构造容易引发岩溶涌突水、坍方、地表塌陷等地质灾害,严重威胁隧道施工安全。因此,进行超前地质预报对确保岩溶区域隧道施工安全至关重要。从岩溶隧道施工地质灾害、致灾构造及致灾模式为出发点,基于地震波法与电法... 隧道施工中,岩溶致灾构造容易引发岩溶涌突水、坍方、地表塌陷等地质灾害,严重威胁隧道施工安全。因此,进行超前地质预报对确保岩溶区域隧道施工安全至关重要。从岩溶隧道施工地质灾害、致灾构造及致灾模式为出发点,基于地震波法与电法联合探测技术进行岩溶隧道超前预报研究,并将其应用于某新建铁路隧道。研究结果表明,地震反射法(HSP)与电磁波反射法(GPR)可互为补充,相互验证。地震联合反演在电阻率反演的帮助下能有效还原溶洞的大致形态与位置,同时低速界面内部波速形态更加均匀。对HSP探测结果中存在异常的里程范围,GPR法可用于进一步确定异常的规模和性质。通过对比验证和综合分析地下介质中多种物探参数(速度、介电/电阻率)的差异性,可获取隧道前方不良地质体的详细规模和可靠性质,从而识别和预测岩溶致灾构造和致灾模式。基于HSP-GPR联合探测技术的岩溶隧道超前预报研究为制定防治措施和建立监测系统提供了重要的支持和指导,可为类似岩溶隧道工程提供参考。 展开更多
关键词 岩溶隧道 致灾构造 综合地质预报 地质雷达
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基于GPRMax正演模拟的混凝土孔隙度分析方法
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作者 沙显达 张雪冰 +1 位作者 宋正淳 毛贺 《吉林建筑大学学报》 CAS 2024年第3期40-44,共5页
探地雷达作为一种快速的、非入侵型探测混凝土检测的方法受到广泛关注,其优点是工作效率高、应用场景多元化、无损于混凝土结构等。探地雷达中介电常数的变化对最后的探测结果起着决定性作用,在混凝土中空气的介电常数远小于混凝土骨料... 探地雷达作为一种快速的、非入侵型探测混凝土检测的方法受到广泛关注,其优点是工作效率高、应用场景多元化、无损于混凝土结构等。探地雷达中介电常数的变化对最后的探测结果起着决定性作用,在混凝土中空气的介电常数远小于混凝土骨料和水的介电常数,故混凝土中孔隙度的比例会对其介电常数的大小有显著影响。本文结合探地雷达正演模拟、Topp公式、CRIM公式与混凝土介电常数变化对混凝土孔隙度变化进行分析阐述。通过对比分析数据的孔隙度、介电常数、波速和电磁波传播时间,验证了通过探地雷达确定混凝土孔隙度的可行性与可靠性,为获取混凝土孔隙度提供无损方案。 展开更多
关键词 探地雷达 混凝土 孔隙度 介电常数
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Correlation of Ground Penetrating Radar Data with Geotechnical Prospect Profiles: Reduto Case Study, Belém-PA, Brazil
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作者 Danusa Mayara de Souza Lyvio Luiz Clávio de Alcântara Júnior 《Advances in Geological and Geotechnical Engineering Research》 2023年第2期50-63,共14页
The study presented in this manuscript aimed to relate the sedimentary strata imaged by the ground penetrating radar(GPR)method through numerical modeling with the mapping of sedimentary strata acquired through geotec... The study presented in this manuscript aimed to relate the sedimentary strata imaged by the ground penetrating radar(GPR)method through numerical modeling with the mapping of sedimentary strata acquired through geotechnical surveys.The study aimed to expose how obtaining subsoil information through noninvasive/destructive electromagnetic waves is beneficial,as they are reliable and less costly than drilling holes beyond what is necessary to have a subsurface mapping.In this sense,physical-geological modeling was carried out.The information on the type of sediments,acquired through simple recognition surveys carried out in the city of Belém-PA,helped to create a model of a sedimentary package with its respective intrinsic physical properties.The result shows that the GPR recovered with good vertical and horizontal resolution at the beginning and end of the layers of the sedimentary package studied,proving to be very effective for locating geotechnical sounding points and safely reducing costs. 展开更多
关键词 Geotechnical prospecting ground penetrating radar Numerical modeling
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Ground Penetrating Radar(GPR) Applications in Hydrogeological Study of Aquifers
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作者 Sunjay Vikas Kr Srivastava Vinod Kumar Singh 《地学前缘》 EI CAS CSCD 北大核心 2009年第S1期28-28,共1页
Ground penetrating radar is a noninvasive electromagnetic geophysical technique for subsurface exploration,characterization and monitoring.Ground penetrating radar is sometimes called georadar, ground probing radar,or... Ground penetrating radar is a noninvasive electromagnetic geophysical technique for subsurface exploration,characterization and monitoring.Ground penetrating radar is sometimes called georadar, ground probing radar,or subsurface radar,earth sounding radar / radar terrestre penetrant,Well Probing Radar,and Borehole Radar.The principles involved are similar to reflection seismology,except that electromagnetic energy is used instead of 展开更多
关键词 ground PENETRATING radar UHF/VHF frequencies groundWATER CONTAMINANTS
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Ground Penetrating Radar (GPR) Investigations for Architectural Heritage Preservation: The Case of Habib Sakakini Palace, Cairo, Egypt
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作者 Sayed Hemeda 《Open Journal of Geology》 2012年第3期189-197,共9页
A comprehensive Ground Penetration Radar (GPR) investigations and hazard assessment for the rehabilitation and strengthening of Habib Sakakini’s Palace in Cairo is presented herein, which is considered one of the mos... A comprehensive Ground Penetration Radar (GPR) investigations and hazard assessment for the rehabilitation and strengthening of Habib Sakakini’s Palace in Cairo is presented herein, which is considered one of the most significant architectural heritage sites in Egypt. The palace located on an ancient water pond at the eastern side of Egyptian gulf besiding Sultan Bebris Al-Bondoqdary mosque is a place also called “Prince Qraja al-Turkumany pond”. That pond had been filled down by Habib Sakakini at 1892 to construct his famous palace in 1897. The integrated geophysical survey of the palace allowed the identification of several targets of potential archaeological and geotechnical engineering interest buried in fill and silty clay in the depth range between 100 - 700 cm. the methodological development focused on Multi-Fold (MF) Ground Penetrating Radar (GPR) imaging and subsurface characterization based on integrated velocity and attenuation analysis. Eight hundred sqm of Ground penetration Radar (GPR) profiling have been conducted to monitor the subsurface conditions. 600 meters are made in the surrounding area of the Palace and 200 sqm at the basement. The aim is to monitor the soil conditions beneath and around the Palace and to identify potential geological discontinuities, or the presence of faults and cavities. A suitable single and dual antenna are used (500 - 100 MHZ) is used to penetrate the desired depth of 7 meters (ASTM D6432). The GPR is used also detect the water table. At the building basement the GPR is used to identify the foundation thickness and soil-basement interface. As well as the inspection of cracks in some supporting columns, piers and masonry walls. The GPR also was used to investigate the floors and ceilings conditions and structural mapping. The results were validated by the geotechnical and structural surveys. All these results together with the seismic hazard analysis will be used for the complete analysis of the palace in the framework of the rehabilitation and strengthening works foreseen in a second stage. 展开更多
关键词 ground penetration radar (gpr) Architectural Heritage PRESERVATION Site INVESTIGATIONS GEOPHYSICS Restoration of MONUMENTS
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基于GprMax的道路空洞探地雷达正演模拟
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作者 侯海 秦彬彬 《交通节能与环保》 2024年第2期157-161,共5页
三维探地雷达作为一种新兴检测技术,具有快速、高效、无损检测等特点,广泛应用于道路病害体检测中。为快速掌握道路内部空洞在探地雷达下的电磁响应特征,给准确查明道路的空洞检测提供技术指导,本文使用基于时域有限差分方法原理的GprMa... 三维探地雷达作为一种新兴检测技术,具有快速、高效、无损检测等特点,广泛应用于道路病害体检测中。为快速掌握道路内部空洞在探地雷达下的电磁响应特征,给准确查明道路的空洞检测提供技术指导,本文使用基于时域有限差分方法原理的GprMax软件,针对不同形状、不同大小及不同填充物的空洞进行正演模拟。通过正演模拟结果,得到不同类型的雷达数据体,并分析不同类型空洞病害的雷达波场响应特征。 展开更多
关键词 探地雷达 gprMax 道路空洞 正演模拟
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Detection of the Possible Buried Archeological Targets Using the Geophysical Methods of Ground Penetrating Radar (GPR) and Self Potential (SP), Kom Ombo Temple, Aswan Governorate, Egypt
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作者 Salem B. A. Yousef Mohamed H. M. Yousef +1 位作者 Hussein F. Abd-Elsalam Mohamed A. M. Shaheen 《Geomaterials》 2020年第4期105-117,共13页
Kom Ombo temple is one of temples which were belted over high plateau close to the River Nile, near to Aswan in Egypt in the Greek-Roman period. The expected archaeological remains in the selected area are the hidden ... Kom Ombo temple is one of temples which were belted over high plateau close to the River Nile, near to Aswan in Egypt in the Greek-Roman period. The expected archaeological remains in the selected area are the hidden tunnels of the mummified crocodiles. The aim of the present work is to detect any of these tunnels by the application of the (GPR) and (SP) methods. The interpretation of the 10 GPR profiles revealed some locations of possible hidden tunnels. These locations show different contrasts and high amplitudes of the reflected signals, compared to the enclosing soil;also the scattering of the signals is higher than the bed layer in these locations, which may reveal the possible buried mummified crocodile tunnels in the study area. The depths of the possible targets range from 2.0 m to 2.5 m. The SP electric map shows that the study area possesses a range of about 135 mV of the potential differences between the measured stations. The positive response of the SP data is mainly concentrated at the central part of the study area. The relatively weak, negative SP anomalies may be related to moisture in the soil. The positive SP anomalies on the SP electric map display possible significant correlation between them and the inferred tunnel locations from the GPR data. The calculated depths from the SP profiles show significant agreement with that estimated from GPR data depths, which indicate that the SP electric method can be used as a successful tool in detecting buried archaeological remains in support of GPR. 展开更多
关键词 ground Penetrating radar SELF-POTENTIAL Kom Ombo Temple Aswan EGYPT
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基于二维变分模态分解的GPR噪声自动抑制方法 被引量:1
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作者 杨小鹏 曹彦杰 +4 位作者 梁舒博 闫伟浩 王琪 吴美武 兰天 《现代雷达》 CSCD 北大核心 2023年第12期1-6,共6页
探地雷达(GPR)回波信号经常被各种随机噪声所干扰,引起后续目标解译的困难。近年来,模态分解方法被广泛地应用于GPR数据噪声压制,然而,现有应用基于一维信号的模态分解需要对B-scan的每一道分别进行处理,忽略了道之间的相关性。除此之外... 探地雷达(GPR)回波信号经常被各种随机噪声所干扰,引起后续目标解译的困难。近年来,模态分解方法被广泛地应用于GPR数据噪声压制,然而,现有应用基于一维信号的模态分解需要对B-scan的每一道分别进行处理,忽略了道之间的相关性。除此之外,在复杂场景下的去噪效果也有待提升。为此,文中提出了一种基于二维变分模态分解的GPR噪声自动抑制方法,可以有效识别多个二维模态及其对应的中心频率。通过应用这种自适应方法,将图像分解为不同的信号模态和噪声模态,最终以带限方式准确再现输入的B扫描图像。此外,为了进一步完善信号提取过程,采用频谱分析技术自动选择最相关的信号模态。仿真和实测数据验证表明,所提方法可以较好地实现对低信噪比GPR数据的噪声去除,提高后续目标检测与识别等解译工作的精度。 展开更多
关键词 探地雷达 噪声抑制 二维变分模态分解 频谱分析
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基于GPR正演技术的路面反射裂缝图像解译研究 被引量:1
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作者 罗蓉 李冲 +2 位作者 程博文 于晓贺 冯光乐 《重庆交通大学学报(自然科学版)》 CAS CSCD 北大核心 2023年第1期36-44,共9页
为了解决探地雷达图像的病害识别问题,基于有限元法求解三维电磁波波动方程,并编写MATLAB代码进行数值模拟,依托汉十高速路面芯样检测数据建立三维道路真实模型,并建立多种不同损伤程度、形状的反射裂缝,分析电磁波在反射裂缝不同发展... 为了解决探地雷达图像的病害识别问题,基于有限元法求解三维电磁波波动方程,并编写MATLAB代码进行数值模拟,依托汉十高速路面芯样检测数据建立三维道路真实模型,并建立多种不同损伤程度、形状的反射裂缝,分析电磁波在反射裂缝不同发展阶段的传播规律。结果表明:随着反射裂缝深度的变化,探地雷达图像存在显著的差异,反射电压与裂缝深度存在一定的线性关系,通过实际电压图像可以计算路面反射裂缝的深度。研究结果为分析高速公路路面裂缝病害图像提供理论基础。 展开更多
关键词 道路工程 探地雷达检测剖面 病害模型正演 反射裂缝 反射波幅 图像解译
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基于低秩稀疏分解的GPR杂波抑制方法
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作者 陈诚 宋晓骥 +3 位作者 何志华 刘涛 曹来保 粟毅 《系统工程与电子技术》 EI CSCD 北大核心 2023年第10期3058-3064,共7页
针对探地雷达应用于地雷探测时的强杂波干扰问题,提出一种基于低秩稀疏分解的杂波抑制方法。该方法将加权核范数(weighted nuclear norm,WNN)引入稳健主成分分析(robust principle component analysis,RPCA)方法,结合随机奇异值分解(ran... 针对探地雷达应用于地雷探测时的强杂波干扰问题,提出一种基于低秩稀疏分解的杂波抑制方法。该方法将加权核范数(weighted nuclear norm,WNN)引入稳健主成分分析(robust principle component analysis,RPCA)方法,结合随机奇异值分解(randomized singular value decomposition,RSVD)与交替方向乘子(alternating direction method of multipliers,ADMM)法来求解表征杂波的低秩矩阵及表征目标的稀疏成分,提高了算法的精度与效率。从实验结果来看,所提方法能够有效改善成像结果的信杂比,且运算效率优于RPCA方法5倍以上,表明该方法能精确划分目标与杂波,有效实现杂波抑制。 展开更多
关键词 杂波抑制 低秩稀疏分解 交替方向乘子法 探地雷达
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最优系数有限单元法色散介质GPR频率域正演模拟
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作者 王珣 朱磊 +3 位作者 冯德山 许德如 丁思元 刘硕 《地球物理学报》 SCIE EI CAS CSCD 北大核心 2023年第12期5173-5186,共14页
工程实际勘探对象如土壤、岩石等多为色散介质,雷达波在其中传播时易发生衰减与畸变,应用常规有限单元法(Finite Element Method,FEM)方法进行数值模拟时,存在数值频散现象.为此,作者以色散介质为研究对象,开展最优系数有限单元法探地雷... 工程实际勘探对象如土壤、岩石等多为色散介质,雷达波在其中传播时易发生衰减与畸变,应用常规有限单元法(Finite Element Method,FEM)方法进行数值模拟时,存在数值频散现象.为此,作者以色散介质为研究对象,开展最优系数有限单元法探地雷达(Ground Penetrating Radar,GPR)频率域正演.首先,分析了有限元质量、刚度矩阵的约束条件对有限元求解精度的影响,基于归一化相速度与1的误差最小策略,利用最小二乘法,仅需三个优化参数求取最优的有限元刚度矩阵与质量矩阵.四种不同方法的频散曲线分析及精度对比实验结果表明,优化矩阵在单位波长仅需4.8个网格点下便可达到误差小于0.2%的精度;而一致、集中和折衷矩阵不仅需要更多的网格点,且误差较大.然后,将精确完全匹配层(Exact Perfectly Matched Layer,EPML)吸收边界条件引入最优系数频域有限单元(Finite Element Frequency Domain,FEFD)算法中,简化了吸收参数优化过程,取5层即可达到常规完全匹配层(Perfectly Matched Layer,PML)的10层的吸收效果,能够有效提升正演效率.并将基于EPML的最优系数有限单元法算法引入到城市道路病害模型正演中,实验表明:本文算法能有效压制频散并实现实际色散介质高精度模拟,模拟结果更接近波在地下介质中的实际传播特性. 展开更多
关键词 探地雷达 数值模拟 色散介质 频率域有限元 数值频散 EPML
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基于非分裂CFS-PML边界条件的频散介质GPR时域有限元模拟
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作者 王洪华 吴祺铭 龚俊波 《地球物理学报》 SCIE EI CAS CSCD 北大核心 2023年第12期5187-5201,共15页
通过数值模拟研究探地雷达(GPR)高频电磁波在频散介质中的传播规律,对提高实测资料的解释精度具有重要意义.复频移完全匹配层边界条件(CFS-PML)以其优越的吸收特性被广泛用于一阶电磁波动方程的GPR时域有限差分数值模拟中,其实现过程大... 通过数值模拟研究探地雷达(GPR)高频电磁波在频散介质中的传播规律,对提高实测资料的解释精度具有重要意义.复频移完全匹配层边界条件(CFS-PML)以其优越的吸收特性被广泛用于一阶电磁波动方程的GPR时域有限差分数值模拟中,其实现过程大都涉及电磁场的卷积计算,辅助变量较多,降低计算效率.为此,本文从复拉伸坐标系下的Debye频散介质电磁波动方程出发,通过合理构造辅助微分方程,推导了二阶Debye频散介质电磁波动方程的非分裂CFS-PML边界条件实现公式,避免了电磁波场的分裂和卷积计算.在此基础上,利用Galerkin法和Newmark-β差分法推导了基于非分裂CFS-PML边界条件的GPR有限元方程及其时域差分离散格式.两个GPR模型的模拟结果表明:本文提出的基于辅助微分方程的非分裂CFS-PML边界条件实现方法可有效地吸收大角度入射的低频虚假反射波,提高模拟精度;相比于非频散介质,高频电磁波在频散介质中传播衰减更强、子波持续时间增大、分辨率和传播速度降低、直达波和反射波的主频更小,分析结果有助于提高实测GPR资料的解译精度. 展开更多
关键词 探地雷达 非分裂复频移完全匹配层 时域有限元法 Newmark差分
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Feature Extraction and Classification of Echo Signal of Ground Penetrating Radar 被引量:5
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作者 ZHOU Hui-lin TIAN Mao CHEN Xiao-li 《Wuhan University Journal of Natural Sciences》 EI CAS 2005年第6期1009-1012,共4页
Automatic feature extraction and classification algorithm of echo signal of ground penetrating radar is presented. Dyadic wavelet transform and the average energy of the wavelet coefficients are applied in this paper ... Automatic feature extraction and classification algorithm of echo signal of ground penetrating radar is presented. Dyadic wavelet transform and the average energy of the wavelet coefficients are applied in this paper to decompose and extract feature of the echo signal. Then, the extracted feature vector is fed up to a feed forward muhi layer perceptron classifier. Experimental results based on the measured GPR, echo signals obtained from the Mei shan railway are presented. 展开更多
关键词 ground penetrating radar nonstationary signal dyadic wavelet transform feed-forward multi-layer perceptron back propagation algorithm
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Root imaging from ground penetrating radar data by CPSO-OMP compressed sensing 被引量:4
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作者 Chao Li Yaowen Su +1 位作者 Yizhuo Zhang Huimin Yang 《Journal of Forestry Research》 SCIE CAS CSCD 2017年第1期155-162,共8页
As the amount of data produced by ground penetrating radar (GPR) for roots is large, the transmission and the storage of data consumes great resources. To alleviate this problem, we propose here a root imaging algor... As the amount of data produced by ground penetrating radar (GPR) for roots is large, the transmission and the storage of data consumes great resources. To alleviate this problem, we propose here a root imaging algorithm using chaotic particle swarm optimal (CPSO) compressed sensing based on GPR data according to the sparsity of root space. Radar data are decomposed, observed, measured and represented in sparse manner, so roots image can be reconstructed with limited data. Firstly, radar signal measurement and sparse representation are implemented, and the solution space is established by wavelet basis and Gauss random matrix; secondly, the matching function is considered as the fitness function, and the best fitness value is found by a PSO algorithm; then, a chaotic search was used to obtain the global optimal operator; finally, the root image is reconstructed by the optimal operators. A-scan data, B-scan data, and complex data from American GSSI GPR is used, respectively, in the experimental test. For B-scan data, the computation time was reduced 60 % and PSNR was improved 5.539 dB; for actual root data imaging, the reconstruction PSNR was 26.300 dB, and total computation time was only 67.210 s. The CPSO-OMP algorithm overcomes the problem of local optimum trapping and comprehensively enhances the precision during reconstruction. 展开更多
关键词 Chaotic particle swarm Compression sensing ground penetrating radar Orthogonal matching pursuit (OMP) Root imaging
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Identifying soil structure along headwater hillslopes using ground penetrating radar based technique 被引量:6
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作者 HAN Xiao-le LIU Jin-tao +1 位作者 ZHANG Jun ZHANG Zhi-cai 《Journal of Mountain Science》 SCIE CSCD 2016年第3期405-415,共11页
Soil structure plays an important role in understanding soil attributes as well as hydrological processes. Effective method to obtain high quality soil map is therefore important for both soil science research and soi... Soil structure plays an important role in understanding soil attributes as well as hydrological processes. Effective method to obtain high quality soil map is therefore important for both soil science research and soil work ability improvement. However,traditional method such as digging soil pits is destructive and time-consuming. In this study, the structure of headwater hillslopes from Hemuqiao catchment(Taihu Basin, China) have been analyzed both by indirect(ground penetrating radar, GPR) and direct(excavation or soil auger) methods. Four transects at different locations of hillslopes in the catchment were selected for GPR survey. Three of them(#1, #2, and #3) were excavated to obtain fullscale soil information for interpreting radar images.We found that the most distinct boundary that can be detected by GPR is the boundary between soil and underlain bedrock. In some cases(e.g., 8-17 m in transect #2), in which the in situ soil was scarcely affected by colluvial process, different soil layers can be identified. This identification process utilized the sensitive of GPR to capture abrupt changes of soil characteristics in layer boundaries, e.g., surface organic layer(layer #1) and bamboo roots layer(layer#2, contain stone fragments), illuvial deposits layer(layer #3) and regolith layer(layer #4). However, in areas where stone fragments were irregularly distributed in the soil profile(highly affected bycolluvial and/or fluvial process), it was possible to distinguish which part contains more stone fragments in soil profile on the basis of reflection density(transect #3). Transect #4(unexcavated) was used to justify the GPR method for soil survey based on experiences from former transects. After that, O horizon thickness was compared by a hand auger.This work has demonstrated that GPR images can be of a potential data source for hydrological predictions. 展开更多
关键词 探地雷达技术 土壤结构 坡面 上游 探地雷达检测 雷达图像 水文过程 土壤属性
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Exploring Soil Layers and Water Tables with Ground-Penetrating Radar 被引量:11
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作者 K.ROTH U.WOLLSCHLAGER +1 位作者 CHENGZhu-Hua ZHANGJia-Bao 《Pedosphere》 SCIE CAS CSCD 2004年第3期273-282,共10页
Ground-penetrating radar (GPR) has been used predominantly for environments with low electrical conductivity like freshwater aquifers, glaciers, or dry sandy soils. The objective of the present study was to explore it... Ground-penetrating radar (GPR) has been used predominantly for environments with low electrical conductivity like freshwater aquifers, glaciers, or dry sandy soils. The objective of the present study was to explore its application for mapping in subsurface agricultural soils to a depth of several meters. For a loamy sand and a clayey site on the North China Plain, clay inclusions in the sand were detected; the thickness, inclination, and continuity of the confining clay and silt layers was assessed; and a local water table was mapped. Direct sampling (soil coring and profiling) in the top meter and independent measurement of the water table were utilized to confirm the findings. Also, effective estimates of the dielectric number for the site with the dielectric number of moist clayey soils depending strongly on frequency were obtained. Thus, important properties of soils, like the arrangement and type of layers and in particular their continuity and inclination, could be explored with moderate efforts for rather large areas to help find optimal locations for the time-consuming and expensive measurements which would be necessary to detail a model of the subsurface. 展开更多
关键词 地面搜索雷达 土壤层 地下水位 表面结构 地球物理探测
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