Advances in automatic identification of road subsurface distress using ground penetrating radar: State of the art and future trends

C Liu, Y Du, G Yue, Y Li, D Wu, F Li - Automation in Construction, 2024 - Elsevier
Affected by soil erosion and material deterioration, road subsurface is prone to distress such
as cavities, water-rich, and cracks. Ground penetrating radar (GPR), as a real-time …

NDE data correlation using encoder–decoder networks with wavelet scalogram images

M Momtaz Dargahi, D Lattanzi, H Azari - Journal of Nondestructive …, 2022 - Springer
Nondestructive evaluation (NDE) technologies are increasingly used to provide information
about the subsurface integrity of structural components. While NDE can provide powerful …

Shallow defects identification for urban roads using interpretable dynamic broad network

Y Zhang, R Yin, XM Yang, YQ Ni - Transportation Geotechnics, 2024 - Elsevier
Deep learning is extensively utilised in transport geotechnical engineering. However, deep
architectures have large computational costs and update times, while failing to understand …

Automatic Detection of Road Subsurface Distress via Curriculum Learning: Learn Like an Expert

G Yue, C Liu, Y Li, Y Du, Q Gao - Transportation Research …, 2024 - journals.sagepub.com
The application of deep learning algorithms for subsurface distress detection using ground
penetrating radar (GPR) data has seen extensive utilization. However, a significant …

An Intelligent Detection Method for Obstacles in Agricultural Soil with FDTD Modeling and MSVMs

Y Li, C Wang, C Wang, Y Luo, Y Lan - Electronics, 2023 - mdpi.com
Unknown objects in agricultural soil can be important because they may impact the health
and productivity of the soil and the crops that grow in it. Challenges in collecting soil …

Hyperbolic recognition of buried pipes in ground penetrating radar images with the presence of scattering objects

H Ali, MH Razak, MIS Nasri, NA Masuan… - AIP Conference …, 2024 - pubs.aip.org
Ground Penetrating Radar (GPR) is a non-destructive test used as imaging tool for
exploration of shallow subsurface such locating the buried infrastructures. Due to the …

Shape Recognition of GPR Images using Hough Transform and PCA plus LDA

H Ali, NI Bahari, M Elshaikh… - … on Electronic and …, 2022 - ieeexplore.ieee.org
Ground penetrating radar (GPR) is a nondestructive test used for shallow subsurface
investigation such as land mine detection, mapping and locating buried utilities. In practical …

Damage Life Cycle Analysis for Present and Future Condition Assessments Using Statistical and Machine Learning Techniques

M Momtaz - 2023 - search.proquest.com
In-service structures experience many changes and damages during construction and
operation, affecting their serviceability and remaining life. Infrastructure assessment …