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3D prestack reverse time migration of ground penetrating radar data based on the normalized correlation imaging condition
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作者 Wang Hong-Hua Gong Jun-bo +4 位作者 Zhang Zhi Xiong Bin Lv Yu-zeng Feng De-shan Dai Qian-wei 《Applied Geophysics》 SCIE CSCD 2020年第5期709-718,901,共11页
The reverse time migration(RTM)of ground penetrating radar(GPR)is usually implemented in its two-dimensional(2D)form,due to huge computational cost.However,2D RTM algorithm is difficult to focus the scattering signal ... The reverse time migration(RTM)of ground penetrating radar(GPR)is usually implemented in its two-dimensional(2D)form,due to huge computational cost.However,2D RTM algorithm is difficult to focus the scattering signal and produce a high precision subsurface image when the object is buried in a complicated subsurface environment.To better handle the multi-off set GPR data,we propose a three-dimensional(3D)prestack RTM algorithm.The high-order fi nite diff erence time domian(FDTD)method,with the accuracy of eighth-order in space and second-order in time,is applied to simulate the forward and backward extrapolation electromagnetic fi elds.In addition,we use the normalized correlation imaging condition to obtain pre-stack RTM result and the Laplace fi lter to suppress the low frequency noise generated during the correlation process.The numerical test of 3D simulated GPR data demonstrated that 3D RTM image shows excellent coincidence with the true model.Compared with 2D RTM image,the 3D RTM image can more clearly and accurately refl ect the 3D spatial distribution of the target,and the resolution of the imaging results is far better.Furthermore,the application of observed GPR data further validates the eff ectiveness of the proposed 3D GPR RTM algorithm,and its fi nal image can more reliably guide the subsequent interpretation. 展开更多
关键词 ground penetrating radar(gpr) 3d Reverse Time Migration(RTM) Finite Diff erence Time Domain(FDTD) Normalized correlation imaging condition
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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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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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Identifying soil structure along headwater hillslopes using ground penetrating radar based technique 被引量:7
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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 ground penetrating radargpr Hillslope Soil structure
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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GPR的巷道围岩空区探测及支护设计
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作者 张华超 张成良 +1 位作者 高梅 吴泽鑫 《科学技术与工程》 北大核心 2024年第20期8470-8478,共9页
为确保地下矿山掘进巷道围岩稳定性,发现前方不良地质体,采用地质雷达对掘进巷道围岩及底板进行空区探测,并对巷道围岩进行不同地应力作用下的稳定性分析,对不同长度锚杆加固后的锚杆轴力进行对比。结果表明:雷达探测的两个区域均出现... 为确保地下矿山掘进巷道围岩稳定性,发现前方不良地质体,采用地质雷达对掘进巷道围岩及底板进行空区探测,并对巷道围岩进行不同地应力作用下的稳定性分析,对不同长度锚杆加固后的锚杆轴力进行对比。结果表明:雷达探测的两个区域均出现不同深度的振幅较强反射区;1.5 m锚杆支护作用下围岩最大位移量分别减少39.3%和10.0%,X-有效应力分别增加42.8%和37.5%;1.5 m和1.8 m锚杆支护时轴力变化基本相同。根据同相轴的连续性对异常区进行判断,异常信号为充填不密实区及空洞,采用锚杆锚网喷浆支护。研究成果可以为类似矿山巷道围岩稳定性及支护提供借鉴意义。 展开更多
关键词 巷道围岩 地质雷达(gpr) 空区探测 波形图 支护设计
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Non-Split PML Boundary Condition for Finite Element Time-Domain Modeling of Ground Penetrating Radar 被引量:1
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作者 Zhi Zhang Honghua Wang +2 位作者 Minling Wang Xi Guo Guihong Guo 《Journal of Applied Mathematics and Physics》 2019年第5期1077-1096,共20页
As a highly efficient absorbing boundary condition, Perfectly Matched Layer (PML) has been widely used in Finite Difference Time Domain (FDTD) simulation of Ground Penetrating Radar (GPR) based on the first order elec... As a highly efficient absorbing boundary condition, Perfectly Matched Layer (PML) has been widely used in Finite Difference Time Domain (FDTD) simulation of Ground Penetrating Radar (GPR) based on the first order electromagnetic wave equation. However, the PML boundary condition is difficult to apply in GPR Finite Element Time Domain (FETD) simulation based on the second order electromagnetic wave equation. This paper developed a non-split perfectly matched layer (NPML) boundary condition for GPR FETD simulation based on the second order electromagnetic wave equation. Taking two-dimensional TM wave equation as an example, the second order frequency domain equation of GPR was derived according to the definition of complex extending coordinate transformation. Then it transformed into time domain by means of auxiliary differential equation method, and its FETD equation is derived based on Galerkin method. On this basis, a GPR FETD forward program based on NPML boundary condition is developed. The merits of NPML boundary condition are certified by compared with wave field snapshots, signal and reflection errors of homogeneous medium model with split and non-split PML boundary conditions. The comparison demonstrated that the NPML algorithm can reduce memory occupation and improve calculation efficiency. Furthermore, numerical simulation of a complex model verifies the good absorption effects of the NPML boundary condition in complex structures. 展开更多
关键词 Non-Split Perfectly Matched Layer (NPML) ground penetrating radar (gpr) SECOND Order Wave Equation Finite Element Time Domain (FETD)
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基于GprMax的道路空洞探地雷达正演模拟 被引量:1
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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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基于GPR和PAUT的混凝土叠合板无损检测方法研究
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作者 孙兆霖 杨璐 +1 位作者 马跃飞 柳美玉 《振动与冲击》 EI CSCD 北大核心 2024年第20期318-324,342,共8页
针对混凝土叠合板结合面缺陷难以检测的问题,提出了一种探地雷达(ground-penetrating radar,GPR)和相控阵超声检测(phased-array ultrasonic testing,PAUT)相结合的无损检测方法。为了验证该方法的适用性和有效性,同时考虑钢筋对于检测... 针对混凝土叠合板结合面缺陷难以检测的问题,提出了一种探地雷达(ground-penetrating radar,GPR)和相控阵超声检测(phased-array ultrasonic testing,PAUT)相结合的无损检测方法。为了验证该方法的适用性和有效性,同时考虑钢筋对于检测方法的影响,共设计制作了两块混凝土叠合板,分别为单层配筋叠合板和双层配筋桁架叠合板;在结合面上,共设置了三种类型的人工缺陷,分别为分层、脱空和杂物(木模板和PVC管等)。检测结果表明:该方法可以有效地检测出所有的缺陷类型,缺陷定位准确,检测缺陷大小的相对误差基本在20.0%以下,两个试件的检测平均误差分别为8.0%和6.6%;检测缺陷深度的相对误差基本在10.0%以下,两个试件的检测平均误差分别为4.3%和4.8%。该研究提出的方法是检测混凝土叠合板结合面缺陷有效且较为准确的方法。 展开更多
关键词 混凝土叠合板 结合面缺陷 隐蔽工程 探地雷达(gpr) 相控阵超声检测(PAUT) 无损检测
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Ground Penetrating Radar Survey of Dam Structures of Kazakhstan on example of Aktobe and Karatomar Water Storage Basins
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作者 Zhumabek Zhantayev Baurzhan Kurmanov +2 位作者 Nikolai Breusov Shigayev Dauren Kirsanov Alexandr 《Open Journal of Geology》 2013年第2期25-27,共3页
Ground penetrating radar surveys of technical condition of Karatomar and Aktobe water storage basins on the river Tobol are shown. In this article we have shown that dams have problems with cavities and identified lon... Ground penetrating radar surveys of technical condition of Karatomar and Aktobe water storage basins on the river Tobol are shown. In this article we have shown that dams have problems with cavities and identified longitudinal dimensions of anomalous zones of decompression. 展开更多
关键词 ground penetrating radar (gpr) Hydraulic Structures ANOMALOUS ZONES Dam DECOMPRESSION Zone Areas of High Humidity
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Englacial hydrological characteristics of a typical continental-type glacier in China as detected by ground-penetrating radar
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作者 Zhen Wu ShiYin Liu +1 位作者 ShiQiang Zhang HongLang Xiao 《Research in Cold and Arid Regions》 2012年第5期371-383,共13页
The englacial structures and ice thickness of the Laohugou No. 12 (L12) Glacier in the Qilian Mountains, China, were retrieved from ground-penetrating radar (GPR) profile dzta acquired in August of 2007. Here the ... The englacial structures and ice thickness of the Laohugou No. 12 (L12) Glacier in the Qilian Mountains, China, were retrieved from ground-penetrating radar (GPR) profile dzta acquired in August of 2007. Here the interpretation of a typical GPR image is validated using two-dimensional, Finite-Difference Time-Domain (FDTD) numerical modeling. Data analyses revealed many en- glacial characteristics, such as temperate ice, crevasses, and cavities at the position of convergence between the eastern and west- ern glacial branches of L12, and at an altitude between 4,600 and 4,750 m a.s.1, on the east branch. Combining ice thickness, en- glacial structures, subglacial topography, and surface flow velocities of this glacier, we analyzed the reasons for the distribution of temperate ice. The results show that greater englacial water content is associated with englacial crevassing and surface moulins, which allow water to be channeled to the temperate ice aquifer beneath the surface cold ice layer. Analysis of air temperature data shows that as more meltwater imports into the ice body, this has a great effect on water conservation and dynamics conditions. With climate warming, and under the influence of crevasses, subglacial structures, and ice thickness, ice thickness reduction on the L12 east branch is more rapid than that on the west branch. 展开更多
关键词 ground-penetrating radar gpr Finite-Difference Time-Domain modeling temperate ice
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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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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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Three-dimensional Fusion of Spaceborne and Ground Radar Reflectivity Data Using a Neural Network–Based Approach 被引量:5
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作者 Leilei KOU Zhuihui WANG Fen XU 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2018年第3期346-359,共14页
The spaceborne precipitation radar onboard the Tropical Rainfall Measuring Mission satellite (TRMM PR) can provide good measurement of the vertical structure of reflectivity, while ground radar (GR) has a relative... The spaceborne precipitation radar onboard the Tropical Rainfall Measuring Mission satellite (TRMM PR) can provide good measurement of the vertical structure of reflectivity, while ground radar (GR) has a relatively high horizontal resolution and greater sensitivity. Fusion of TRMM PR and GR reflectivity data may maximize the advantages from both instruments. In this paper, TRMM PR and GR reflectivity data are fused using a neural network (NN)-based approach. The main steps included are: quality control of TRMM PR and GR reflectivity data; spatiotemporal matchup; GR calibration bias correction; conversion of TRMM PR data from Ku to S band; fusion of TRMM PR and GR reflectivity data with an NN method: interpolation of reflectivity data that are below PR's sensitivity; blind areas compensation with a distance weighting-based merging approach; combination of three types of data: data with the NN method, data below PR's sensitivity and data within compensated blind areas. During the NN fusion step, the TRMM PR data are taken as targets of the training NNs, and gridded GR data after horizontal downsampling at different heights are used as the input. The trained NNs are then used to obtain 3D high-resolution reflectivity from the original GR gridded data. After 3D fusion of the TRMM PR and GR reflectivity data, a more complete and finer-scale 3D radar reflectivity dataset incorporating characteristics from both the TRMM PR and GR observations can be obtained. The fused reflectivity data are evaluated based on a convective precipitation event through comparison with the high resolution TRMM PR and GR data with an interpolation algorithm. 展开更多
关键词 TRMM PR ground radar 3d fusion neural network
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基于速度移动窗的最小熵法在GPR逆时偏移中的应用
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作者 席宇何 王洪华 +1 位作者 王欲成 吴祺铭 《物探与化探》 CAS 北大核心 2023年第5期1250-1260,共11页
速度是决定探地雷达(GPR)偏移成像分辨率的关键参数,基于图像最小熵与偏移相结合的方法通常将整体偏移剖面作为固定窗计算熵值曲线来估计介质速度,不但难以适用于介质非均匀分布情况,而且试速度过大或过小均会使双曲线绕射波的收敛位置... 速度是决定探地雷达(GPR)偏移成像分辨率的关键参数,基于图像最小熵与偏移相结合的方法通常将整体偏移剖面作为固定窗计算熵值曲线来估计介质速度,不但难以适用于介质非均匀分布情况,而且试速度过大或过小均会使双曲线绕射波的收敛位置溢出固定窗,降低估计精度。为此,本文利用试速度精确控制偏移剖面中的计算窗,提出了一种基于速度移动窗的最小熵法,并与逆时偏移相结合,估计最佳偏移速度。该方法通过试速度自动调整计算窗位置,可使双曲线绕射波收敛位置始终位于计算窗中心,从而获得稳定、准确的熵值曲线。将一条典型双曲线绕射波的固定窗和速度移动窗最小熵法的计算结果作对比,验证了速度移动窗的最小熵法的正确性和有效性。数值试验和实测数据测试表明:与固定窗最小熵法相比,速度移动窗的最小熵法可将双曲线绕射波收敛位置精确固定于计算窗中心,熵值曲线更稳定,计算量更小,偏移速度估计精度更高,逆时偏移成像效果更好。 展开更多
关键词 探地雷达 速度移动窗 最小熵法 逆时偏移
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基于GPRMax的道路空洞探地雷达正演模拟 被引量:1
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作者 侯海 秦彬彬 《交通节能与环保》 2023年第5期238-242,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,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... 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,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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盾构隧道壁后空洞典型GPR图像特征正演分析
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作者 刘海 陈峻浩 +3 位作者 孙竹妤 岳云鹏 赖思聪 孟旭 《广州大学学报(自然科学版)》 CAS 2023年第3期1-9,共9页
受环境、设计、施工以及运营等方面的影响,盾构隧道壁后常存在难以探测的空洞缺陷,危及隧道结构安全。探地雷达是盾构隧道隐蔽缺陷探测的主要方法之一,但由于盾构隧道内部双层钢筋网的屏蔽效应,导致壁后空洞的电磁响应特征不明显。为探... 受环境、设计、施工以及运营等方面的影响,盾构隧道壁后常存在难以探测的空洞缺陷,危及隧道结构安全。探地雷达是盾构隧道隐蔽缺陷探测的主要方法之一,但由于盾构隧道内部双层钢筋网的屏蔽效应,导致壁后空洞的电磁响应特征不明显。为探究不同类型壁后空洞特征,文章采用时域有限差分法,模拟探地雷达探测不同尺寸、形状的空气空洞/富水空洞,对仿真得到的特征图像进行分析,设计了模拟真实情况的盾构隧道壁后空洞模型进行实测实验,并验证仿真结论的准确性。结果表明:随着方形空洞尺寸的变化,正演模拟仿真图像中会对应呈现出双曲线、交叉状及碗状的反射特征,且其底部反射也呈现一定的变化规律;圆形空洞仿真图像均呈现曲率随空洞尺寸增大而增大的完整双层双曲线形。通过波场分析发现,钢筋会对雷达信号产生较强的干扰,电磁波在空洞内部产生多次反射,空气空洞与富水空洞中电磁波传播现象有较大差异。研究成果可为实际盾构隧道壁后空洞检测数据的解释提供参考。 展开更多
关键词 盾构隧道 空洞 探地雷达 无损检测
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基于极限梯度提升和探地雷达时频特征的水泥路面脱空识别
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作者 张军 姜文涛 +3 位作者 张云 罗婷倚 余秋琴 杨哲 《同济大学学报(自然科学版)》 EI CAS CSCD 北大核心 2024年第1期104-114,121,共12页
针对探地雷达(GPR)数据解译依赖于人工经验,存在费时费力和主观偏差的问题,提出了基于极限梯度提升(XGBoost)和GPR时频特征的水泥路面脱空识别方法。采用正演模拟、室内试验和现场试验获得了脱空病害数据源,建立含有标签的脱空GPR数据集... 针对探地雷达(GPR)数据解译依赖于人工经验,存在费时费力和主观偏差的问题,提出了基于极限梯度提升(XGBoost)和GPR时频特征的水泥路面脱空识别方法。采用正演模拟、室内试验和现场试验获得了脱空病害数据源,建立含有标签的脱空GPR数据集;通过重采样方法统一GPR数据采样频率,并对预处理后的GPR数据进行时频域特征提取,建立了包含18个时域和12个频域特征的数据集。以时频域特征为输入,是否存在脱空病害为输出,采用XGBoost算法构建脱空识别模型,并与随机森林(RF)和人工神经网络(ANN)算法进行对比。结果表明,模型的识别准确率排序为XGBoost(98.10%)>ANN(95.10%)>RF(93.17%),XGBoost模型识别精度最高,并能在实际路面上准确定位脱空区域。 展开更多
关键词 道路养护 探地雷达(gpr) 脱空病害 极限梯度提升(XGBoost) 时频域特征
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