Machine learning‐based automatic operational modal analysis: A structural health monitoring application to masonry arch bridges

M Civera, V Mugnaini… - Structural Control and …, 2022 - Wiley Online Library
Structural health monitoring (SHM) is one of the main research topics in civil, mechanical
and aerospace engineering. In this regard, modal parameters and their trends over time can …

A quality-based automated procedure for operational modal analysis

G Zini, M Betti, G Bartoli - Mechanical Systems and Signal Processing, 2022 - Elsevier
Many efforts have been made in the last decade to define Automated Operational Modal
Analysis (AOMA) procedures able to process large datasets from long-term monitoring …

A drive-by bridge inspection framework using non-parametric clusters over projected data manifolds

P Cheema, MM Alamdari, KC Chang, CW Kim… - … Systems and Signal …, 2022 - Elsevier
Develo** robust bridge health monitoring (BHM) frameworks based on the vehicle-
mounted sensing, or so-called indirect structural health monitoring (SHM) or Drive-by Bridge …

Automated operational modal analysis using variational Gaussian mixture model

J Zeng, Z Hu - Engineering Structures, 2022 - Elsevier
Automated operational modal analysis is essential for online structural health monitoring
without human intervention. It remains a challenging issue due to the need of processing a …

[HTML][HTML] Model-assisted clustering for automated operational modal analysis of partially continuous multi-span bridges

E Tomassini, E García-Macías, E Reynders… - … Systems and Signal …, 2023 - Elsevier
Long multi-span bridges represent a broad section of the civil roadway infrastructure.
Despite being so common, their condition-based maintenance through vibration-based …

Uncertainty quantification in operational modal analysis of time-varying structures based on time-dependent autoregressive moving average model

J Kang, S Zeng - Journal of Sound and Vibration, 2023 - Elsevier
The identified modal parameters in Operational Modal Analysis (OMA) are always subject to
statistical uncertainties from many sources and the uncertainty is also important to assess …

[HTML][HTML] State of the Art in Automated Operational Modal Identification: Algorithms, Applications, and Future Perspectives

H Mostafaei, M Ghamami - Machines, 2025 - mdpi.com
This paper presents a comprehensive review of automated modal identification techniques,
focusing on various established and emerging methods, particularly Stochastic Subspace …

P3P: A software suite for autonomous SHM of bridge networks

E García-Macías, A Ruccolo, MA Zanini… - Journal of Civil …, 2023 - Springer
This paper presents the development of a new software code for the fully autonomous
management of permanent integrated Structural Health Monitoring (SHM) systems installed …

Automated modal identification by quantification of high-spatial-resolution response measurements

C Dorn, Y Yang - Mechanical Systems and Signal Processing, 2023 - Elsevier
Identifying modal parameters from vibration measurements is an essential step for modal
analysis and modeling of structural dynamics. A critical challenge in modal parameter …

[HTML][HTML] Automated operational modal analysis of bell towers subjected to narrowband input

Q Sun, C Rainieri, WX Ren, WJ Yan, G Fabbrocino - Structures, 2023 - Elsevier
Abstract Vibration-based Structural Health Monitoring (SHM) systems are very attractive to
remotely assess the health state of structures of the historical urban landscape, such as bell …