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 …

[HTML][HTML] 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 …

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 …

GPR-based detection of internal cracks in asphalt pavement: A combination method of DeepAugment data and object detection

Z Liu, X Gu, W Wu, X Zou, Q Dong, L Wang - Measurement, 2022 - Elsevier
The lack of data and poor quality of ground penetrating radar (GPR) images have limited the
development of the object detection for internal cracks in asphalt pavement. To address this …

Real-time assessment of asphalt pavement moduli and traffic loads using monitoring data from Built-in Sensors: Optimal sensor placement and identification algorithm

X Ma, Z Dong, W Quan, Y Dong, Y Tan - Mechanical Systems and Signal …, 2023 - Elsevier
Asphalt pavement performance is gradually attenuated subjected to repeated traffic loads.
Grasping the relationship between the repeated traffic loads and pavement modulus …

[HTML][HTML] 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 …

[HTML][HTML] Combined use of GPR and other NDTs for road pavement assessment: An overview

A Elseicy, A Alonso-Díaz, M Solla, M Rasol… - Remote Sensing, 2022 - mdpi.com
Roads are the main transportation system in any country and, therefore, must be maintained
in good physical condition to provide a safe and seamless flow to transport people and …

Condition assessment of concrete-made structures using ground penetrating radar

M Alsharqawi, T Dawood, S Abdelkhalek… - Automation in …, 2022 - Elsevier
The condition assessment of civil engineering concrete-made structures has been a
prevalent research area over the last thirty years as a result of concrete deterioration …

[HTML][HTML] 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 …