Machine learning and structural health monitoring overview with emerging technology and high-dimensional data source highlights

A Malekloo, E Ozer, M AlHamaydeh… - Structural Health …, 2022 - journals.sagepub.com
Conventional damage detection techniques are gradually being replaced by state-of-the-art
smart monitoring and decision-making solutions. Near real-time and online damage …

[HTML][HTML] Structural health monitoring (SHM) and Nondestructive testing (NDT) of slender masonry structures: A practical review

FJ Pallarés, M Betti, G Bartoli, L Pallarés - Construction and Building …, 2021 - Elsevier
The scientific community is hardly working to propose reliable methodologies of analysis
and non-invasive technologies of investigation to assess the current state of conservation of …

Practical implementation of structural health monitoring in multi-story buildings

A Sivasuriyan, DS Vijayan, W Górski, Ł Wodzyński… - Buildings, 2021 - mdpi.com
This study investigated operational and structural health monitoring (SHM) as well as
damage evaluations for building structures. The study involved damage detection and the …

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 novel machine-learning based on the global search techniques using vectorized data for damage detection in structures

H Tran-Ngoc, S Khatir, T Le-Xuan, G De Roeck… - International Journal of …, 2020 - Elsevier
With recent ground-breaking advances, machine learning (ML) has been applied widely in
numerous fields in this day and age. However, because of the application of …

A multi-task learning-based automatic blind identification procedure for operational modal analysis

J Shu, C Zhang, Y Gao, Y Niu - Mechanical Systems and Signal Processing, 2023 - Elsevier
Traditional modal analysis approaches for structural heath monitoring (SHM) have a low
implementation efficiency. This study develops an artificial intelligence (AI)-based automatic …

[HTML][HTML] Intelligent automatic operational modal analysis

MM Rosso, A Aloisio, J Parol, GC Marano… - … Systems and Signal …, 2023 - Elsevier
Operational modal analysis methods have been proven especially useful to identify existing
structures and infrastructures under serviceability conditions. However, the installation of …

Bridge management through digital twin-based anomaly detection systems: A systematic review

A Jiménez Rios, V Plevris, M Nogal - Frontiers in Built Environment, 2023 - frontiersin.org
Bridge infrastructure has great economic, social, and cultural value. Nevertheless, many of
the infrastructural assets are in poor conservation condition as has been recently evidenced …

The use of receiver operating characteristic curves and precision-versus-recall curves as performance metrics in unsupervised structural damage classification under …

V Giglioni, E García-Macías, I Venanzi, L Ierimonti… - Engineering …, 2021 - Elsevier
The development of long-term structural health monitoring systems is recently receiving a
growing scientific interest in the field of Civil Engineering. In the context of unsupervised …

Structural health monitoring and management of cultural heritage structures: a state-of-the-art review

M Rossi, D Bournas - Applied Sciences, 2023 - mdpi.com
In recent decades, the urgency to protect and upgrade cultural heritage structures (CHS) has
become of primary importance due to their unique value and potential areas of impact …