Comparative deep learning studies for indirect tunnel monitoring with and without Fourier pre-processing

MM Rosso, A Aloisio, V Randazzo… - Integrated …, 2024 - content.iospress.com
In the last decades, the majority of the existing infrastructure heritage is approaching the end
of its nominal design life mainly due to aging, deterioration, and degradation phenomena …

Evaluating the time-dependent behavior of deeply buried tunnels in soft rock environments and relevant measures guaranteeing their long-term stability

W Frenelus, H Peng - Applied Sciences, 2023 - mdpi.com
The time-dependent behavior and long-term stability of deep-buried tunnels in soft rocks
have received lots of considerations in tunnel engineering and allied sciences. To better …

A Method for Convergent Deformation Analysis of a Shield Tunnel Incorporating B-Spline Fitting and ICP Alignment

Z Wang, X Xu, X He, X Wei, H Yang - Remote Sensing, 2023 - mdpi.com
The application of three-dimensional laser scanning technology in the field of tunnel
deformation monitoring has changed the traditional measurement method. It provides an …

Recognition of rebar in ground-penetrating radar data for the second lining of a tunnel

C Li, Y Zhang, L Wang, W Zhang, X Yang, X Yang - Applied Sciences, 2023 - mdpi.com
Ground-penetrating radar (GPR) detects a tunnel with relatively low-frequency
electromagnetic waves, which can result in poorly characterized reinforced steel bar (rebar) …

Towards Long-Term Monitoring of the Structural Health of Deep Rock Tunnels with Remote Sensing Techniques

W Frenelus, H Peng - Frattura ed Integrità Strutturale, 2023 - fracturae.com
Due to the substantial need to continuously ensure safe excavations and sustainable
operation of deep engineering structures, structural health monitoring based on remote …

Boundary recognition of tunnel lining void from ground-penetrating radar data

C Li, M Li, X Yang, W Zhang, M Fan… - … of Geophysics and …, 2023 - academic.oup.com
Relatively low ground-penetrating radar antenna frequencies are usually selected for tunnel
inspection due to the thickness of the lining, which causes the geometric features of voids in …

Special Issue “Ground Penetrating Radar (GPR) Applications in Civil Infrastructure Systems”

T Zayed, T Dawood, M Abouhamad, M Alsharqawi - Remote Sensing, 2022 - mdpi.com
4. Conclusions GPR as a non-destructive evaluation technique has proven to be the method
of choice; therefore, a multitude of applications have been developed, especially in civil …

Semi-supervised deep neural network-based cross-frequency ground-penetrating radar data inversion

H Liu, J Wang, J Zhang, H Jiang, J Xu… - … on Geoscience and …, 2023 - ieeexplore.ieee.org
Ground-penetrating radar (GPR) with different center frequencies can detect defects at
different depths with a range of resolutions enabling it to be used for subsurface defect …

Groundwater monitoring and specific yield estimation using time-lapse electrical resistivity imaging and machine learning

JM Puntu, PY Chang, HH Amania, DJ Lin… - Frontiers in …, 2023 - frontiersin.org
This paper presents an alternative method for monitoring groundwater levels and estimating
specific yields of an unconfined aquifer under different seasonal conditions. The approach …

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 …