4.7 Article

DMRF-UNet: A Two-Stage Deep Learning Scheme for GPR Data Inversion Under Heterogeneous Soil Conditions

Related references

Note: Only part of the references are listed.
Article Geochemistry & Geophysics

The Orientation Estimation of Elongated Underground Objects via Multipolarization Aggregation and Selection Neural Network

Hai-Han Sun et al.

Summary: This study explores the possibility of using multipolarimetric ground-penetrating radar (GPR) data and neural networks to estimate the horizontal orientation angle and the vertical inclination angle of elongated subsurface objects. The proposed multipolarization aggregation and selection network (MASNet) achieves accurate angle estimation in the entire spatial range.

IEEE GEOSCIENCE AND REMOTE SENSING LETTERS (2022)

Article Geochemistry & Geophysics

GPRInvNet: Deep Learning-Based Ground-Penetrating Radar Data Inversion for Tunnel Linings

Bin Liu et al.

Summary: GPRInvNet is a deep neural network architecture for inverting subsurface structures from ground-penetrating radar (GPR) B-Scan data, capable of effectively reconstructing complex defects in tunnel linings. By fusing features from adjacent traces to enhance each trace and further condensing features, it achieves accurate spatial alignment.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2021)

Article Engineering, Electrical & Electronic

Deep Neural Network-Based Permittivity Inversions for Ground Penetrating Radar Data

Yintao Ji et al.

Summary: A Deep Neural Network based inversion network was proposed for reconstructing the relative permittivity of geo-structures from GPR B-scans. The network utilizes time dimension compression operation and global feature encoder to process data and extract global information.

IEEE SENSORS JOURNAL (2021)

Review Construction & Building Technology

Advances of deep learning applications in ground-penetrating radar: A survey

Zheng Tong et al.

CONSTRUCTION AND BUILDING MATERIALS (2020)

Article Geochemistry & Geophysics

U-Net: Deep-Learning Schemes for Ground Penetrating Radar Data Inversion

Longhao Xie et al.

JOURNAL OF ENVIRONMENTAL AND ENGINEERING GEOPHYSICS (2020)

Article Geochemistry & Geophysics

A Machine Learning-Based Fast-Forward Solver for Ground Penetrating Radar With Application to Full-Waveform Inversion

Iraklis Giannakis et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2019)

Article Construction & Building Technology

Automatic hyperbola detection and fitting in GPR B-scan image

Wentai Lei et al.

AUTOMATION IN CONSTRUCTION (2019)

Article Geochemistry & Geophysics

Multiscale Full-Waveform Dual-Parameter Inversion Based on Total Variation Regularization to On-Ground GPR Data

Deshan Feng et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2019)

Article Computer Science, Interdisciplinary Applications

A CUDA-based GPU engine for gprMax: Open source FDTD electromagnetic simulation software

Craig Warren et al.

COMPUTER PHYSICS COMMUNICATIONS (2019)

Article Construction & Building Technology

Reinforced concrete mapping using full-waveform inversion of GPR data

Sajad Jazayeri et al.

CONSTRUCTION AND BUILDING MATERIALS (2019)

Article Geochemistry & Geophysics

Multifrequency Particle Swarm Optimization for Enhanced Multiresolution GPR Microwave Imaging

M. Salucci et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2017)

Article Computer Science, Artificial Intelligence

SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation

Vijay Badrinarayanan et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2017)

Article Engineering, Electrical & Electronic

An overview of ground-penetrating radar signal processing techniques for road inspections

Andrea Benedetto et al.

SIGNAL PROCESSING (2017)

Proceedings Paper Computer Science, Artificial Intelligence

Image-to-Image Translation with Conditional Adversarial Networks

Phillip Isola et al.

30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017) (2017)

Article Construction & Building Technology

Underground structure defect detection and reconstruction using crosshole GPR and Bayesian waveform inversion

Hui Qin et al.

AUTOMATION IN CONSTRUCTION (2016)

Article Computer Science, Interdisciplinary Applications

gprMax: Open source software to simulate electromagnetic wave propagation for Ground Penetrating Radar

Craig Warren et al.

COMPUTER PHYSICS COMMUNICATIONS (2016)

Review Engineering, Multidisciplinary

A Review on Migration Methods in B-Scan Ground Penetrating Radar Imaging

Caner Ozdemir et al.

MATHEMATICAL PROBLEMS IN ENGINEERING (2014)

Article Engineering, Electrical & Electronic

Microwave tomography approach for a differential configuration in GPR prospecting

Raffaele Persico et al.

IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION (2006)

Article Geochemistry & Geophysics

A matched-filter-based reverse-time migration algorithm for ground-penetrating radar data

CJ Leuschen et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2001)