Challenges in applying vibration-based damage detection to highway bridge structures

B Tefera, A Zekaria, A Gebre - Asian Journal of Civil Engineering, 2023 - Springer
Due to the growth of wireless sensors, data loggers, and signal processing technologies,
there has been a growing interest in the detection of damage to civil engineering …

[HTML][HTML] Automatic damage detection and data completion for operational bridge safety using convolutional echo state networks

YK Tan, YL Wang, E Deng, X Ye, Y Zhang… - Automation in …, 2024 - Elsevier
Structural response data might be partially missing during acquisition and transmission by a
structural health monitoring (SHM) system, affecting subsequent structural damage …

[PDF][PDF] Structural damage detection in presence of temperature variability using 2D CNN integrated with EMD

S Sharma, S Sen - Struct. Monit. Maint, 2021 - researchgate.net
Traditional approaches for structural health monitoring (SHM) seldom take ambient
uncertainty (temperature, humidity, ambient vibration) into consideration, while their impacts …

[HTML][HTML] Damage detection in variable temperature conditions using artificial intelligence

AT Aman, C Tufisi, GR Gillich, T Manescu - Vibroengineering Procedia, 2023 - extrica.com
When considering damage detection using the natural frequencies of structures, small
frequency drops can indicate either the presence of cracks or a temperature change. This …

[PDF][PDF] Bridge health monitoring using data-driven algorithms: LSTM regression and classification approaches

S Sharma, S Sen - researchgate.net
Typical machine learning (ML)-based structural health monitoring (SHM) techniques rarely
take ambient variation in temperature and its subsequent effect on structural stiffness into …