GPR monitoring for road transport infrastructure: A systematic review and machine learning insights

M Rasol, JC Pais, V Pérez-Gracia, M Solla… - … and Building Materials, 2022 - Elsevier
Suitable road pavements assessment becomes essential to provide safe traffic movements
of people and goods. Moreover, a reliable transportation network is a crucial aspect of …

A review of GPR application on transport infrastructures: Troubleshooting and best practices

M Solla, V Pérez-Gracia, S Fontul - Remote Sensing, 2021 - mdpi.com
The non-destructive testing and diagnosis of transport infrastructures is essential because of
the need to protect these facilities for mobility, and for economic and social development …

Automatic pixel-level detection of vertical cracks in asphalt pavement based on GPR investigation and improved mask R-CNN

Z Liu, JKW Yeoh, X Gu, Q Dong, Y Chen, W Wu… - Automation in …, 2023 - Elsevier
Non-destructive testing and characterization of internal vertical cracks are critical for road
maintenance by ground penetrating radar (GPR). This paper describes a mask region …

Detection of concealed cracks from ground penetrating radar images based on deep learning algorithm

S Li, X Gu, X Xu, D Xu, T Zhang, Z Liu… - Construction and Building …, 2021 - Elsevier
Detecting concealed cracks in asphalt pavement has been a challenging task due to the
nonvisibility of the location of these cracks. This study proposes an effective method to …

Novel YOLOv3 model with structure and hyperparameter optimization for detection of pavement concealed cracks in GPR images

Z Liu, X Gu, H Yang, L Wang, Y Chen… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Accurately identifying and localizing concealed cracks in asphalt pavements through
nondestructive ground-penetrating radar (GPR) testing has attracted much attention …

Application of combining YOLO models and 3D GPR images in road detection and maintenance

Z Liu, W Wu, X Gu, S Li, L Wang, T Zhang - Remote Sensing, 2021 - mdpi.com
Improving the detection efficiency and maintenance benefits is one of the greatest
challenges in road testing and maintenance. To address this problem, this paper presents a …

Mode I and mode II fracture toughness and fracture energy of cement concrete containing different percentages of coarse and fine recycled tire rubber granules

HR Karimi, MRM Aliha, P Ebneabbasi… - Theoretical and Applied …, 2023 - Elsevier
The effect of adding recycled tire rubber granules on pure mode I and II fracture behaviors of
ordinary cement concrete is investigated using a testing specimen called the Edge Notch …

Denoising method of ground-penetrating radar signal based on independent component analysis with multifractal spectrum

R Li, H Zhang, Z Chen, N Yu, W Kong, T Li, E Wang… - Measurement, 2022 - Elsevier
Denoising is commonly used to improve the signal-to-noise ratio of ground-penetrating
radar (GPR) for target detection and recognition. We propose an adaptive GPR denoising …

Review of GPR activities in Civil Infrastructures: Data analysis and applications

F Hou, X Rui, X Fan, H Zhang - Remote Sensing, 2022 - mdpi.com
Ground penetration radar (GPR) technology has received in-depth analysis and rapid
development in the field of civil engineering. GPR data analysis is one of the basic and …

Progress and monitoring opportunities of skid resistance in road transport: a critical review and road sensors

M Rasol, F Schmidt, S Ientile, L Adelaide, B Nedjar… - Remote Sensing, 2021 - mdpi.com
Skid resistance is a significant feature that provides consistent traffic safety management for
road pavements. An appropriate level of Skid resistance describes the contribution that the …