3D ground-penetrating radar data analysis and interpretation using attributes based on the gradient structure tensor

探地雷达 口译(哲学) 地质学 张量(固有定义) 雷达 结构张量 计算机科学 遥感 大地测量学 地震学 人工智能 几何学 数学 图像(数学) 电信 程序设计语言
作者
Philipp Koyan,Jens Tronicke
出处
期刊:Geophysics [Society of Exploration Geophysicists]
卷期号:89 (4): B289-B299 被引量:4
标识
DOI:10.1190/geo2023-0670.1
摘要

ABSTRACT In near-surface geophysics, ground-penetrating radar (GPR) surveys are routinely used in a variety of applications including those from archaeology, civil engineering, hydrology, and soil science. Thanks to recent technical developments in GPR instrumentation and antenna design, 3D surveys comprising several hundred thousand traces can be performed daily. Especially in complex environments such as sedimentary systems, analyzing and interpreting the resulting GPR volumes is a time-consuming and laborious task that is still largely performed manually. In the past few decades, several data attributes have been developed to guide and improve such tasks and assure a higher degree of reproducibility in the resulting interpretations. Many of these attributes have been developed in image processing or computer vision and are routinely used, for example, in reflection seismic data interpretation. Especially in sedimentary systems, variations in the subsurface are accompanied by variations of GPR reflections in terms of the amplitudes, continuity, and geometry in view of the dip angle and direction. A promising tool to analyze such structural features is known as the gradient structure tensor (GST). To date, the application of the GST approach has been limited to a few 2D GPR examples. Thus, we take the basic idea of GST analysis and introduce and evaluate the corresponding attributes to analyze 3D GPR data. We apply our GST approach to one synthetic and two field data sets imaging diverse sedimentary structures. Our results demonstrate that our set of GST-based attributes can be efficiently computed in three dimensions and that these attributes represent versatile measures to address different typical interpretation tasks and, thus, help for an efficient, reproducible, and more objective interpretation of 3D GPR data.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
刚刚
shimhjy发布了新的文献求助30
1秒前
qqq应助陈信宏采纳,获得10
1秒前
康德发布了新的文献求助10
1秒前
Joe发布了新的文献求助10
1秒前
实验室应助高老庄在逃翠兰采纳,获得200
2秒前
2秒前
2秒前
非诚勿扰完成签到 ,获得积分10
2秒前
3秒前
sdaasd发布了新的文献求助10
3秒前
大胆的小懒猪完成签到 ,获得积分10
3秒前
汉堡包应助Kumiko采纳,获得10
4秒前
4秒前
5秒前
5秒前
刻苦的雁荷完成签到 ,获得积分10
5秒前
5秒前
小二郎应助yannick采纳,获得10
5秒前
6秒前
明理谷兰完成签到,获得积分10
6秒前
逢场作戱__完成签到 ,获得积分10
6秒前
yiyi发布了新的文献求助10
6秒前
枫落恋尘发布了新的文献求助30
6秒前
西北望发布了新的文献求助10
7秒前
康德完成签到,获得积分10
7秒前
薛吒发布了新的文献求助10
9秒前
Joe完成签到,获得积分10
9秒前
9秒前
豆包好友发布了新的文献求助10
9秒前
cc完成签到,获得积分10
10秒前
Hzw398发布了新的文献求助10
10秒前
10秒前
10秒前
10秒前
10秒前
GraceWu完成签到,获得积分10
11秒前
11秒前
12秒前
13秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Effects of Two Weeks of Red Light Therapy on Choroidal Thickness and Axial Length in Young Adults 700
内視鏡的に摘除しえた十二指腸乳頭部腫瘍の2例 660
Management and the Arts 510
Matrix Methods in Data Mining and Pattern Recognition Second Edition 510
The Neuroscience of Language 400
Common Foundations of American and East Asian Modernisation: From Alexander Hamilton to Junichero Koizumi 400
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7675198
求助须知:如何正确求助?哪些是违规求助? 9241491
关于积分的说明 19911816
捐赠科研通 7245075
什么是DOI,文献DOI怎么找? 3286117
关于科研通互助平台的介绍 2444163
邀请新用户注册赠送积分活动 2288550