A review of methods and applications in structural health monitoring (SHM) for bridges

B Zhang, Y Ren, S He, Z Gao, B Li, J Song - Measurement, 2024 - Elsevier
Abstract Structural Health Monitoring (SHM) of bridges entails the identification and
assessment of sudden or cumulative structural damage to ensure the continuous safe …

Using Graph Neural Networks and Frequency Domain Data for Automated Operational Modal Analysis of Populations of Structures

X Jian, Y Xia, G Duthé, K Bacsa, W Liu… - arXiv preprint arXiv …, 2024 - arxiv.org
The Population-Based Structural Health Monitoring (PBSHM) paradigm has recently
emerged as a promising approach to enhance data-driven assessment of engineering …

Navigating Uncertainties in Machine Learning for Structural Dynamics: A Comprehensive Review of Probabilistic and Non-Probabilistic Approaches in Forward and …

WJ Yan, LF Mei, J Mo, C Papadimitriou… - arXiv preprint arXiv …, 2024 - arxiv.org
In the era of big data, machine learning (ML) has become a powerful tool in various fields,
notably impacting structural dynamics. ML algorithms offer advantages by modeling physical …