[HTML][HTML] Review of machine-learning techniques applied to structural health monitoring systems for building and bridge structures

A Gomez-Cabrera, PJ Escamilla-Ambrosio - Applied Sciences, 2022 - mdpi.com
This review identifies current machine-learning algorithms implemented in building
structural health monitoring systems and their success in determining the level of damage in …

[HTML][HTML] Damage identification in structural health monitoring: A brief review from its implementation to the use of data-driven applications

DA Tibaduiza Burgos, RC Gomez Vargas, C Pedraza… - Sensors, 2020 - mdpi.com
The damage identification process provides relevant information about the current state of a
structure under inspection, and it can be approached from two different points of view. The …

A Sensor Data Fusion System Based on k-Nearest Neighbor Pattern Classification for Structural Health Monitoring Applications

J Vitola, F Pozo, DA Tibaduiza, M Anaya - Sensors, 2017 - mdpi.com
Civil and military structures are susceptible and vulnerable to damage due to the
environmental and operational conditions. Therefore, the implementation of technology to …

Modal strain energy-based structural damage identification: a review and comparative study

S Wang, M Xu - Structural Engineering International, 2019 - Taylor & Francis
Thanks to its sensitive characteristics to damages, modal strain energy (MSE) has been
widely utilized for structural damage identification. Various MSE-related techniques on …

First-order eigen-perturbation techniques for real-time damage detection of vibrating systems: Theory and applications

B Bhowmik, T Tripura, B Hazra… - Applied …, 2019 - asmedigitalcollection.asme.org
This manuscript provides a detailed synopsis of the contemporary advancements in the
nascent area of real-time structural damage detection for vibrating systems. The paper …

[PDF][PDF] Vibration response-based damage detection

MP Limongelli, E Manoach, S Quqa… - … Detection Systems for …, 2021 - library.oapen.org
This chapter aimed to present different data driven Vibration-Based Methods (VBMs) for
Structural Health Monitoring (SHM). This family of methods, widely used for engineering …

A temperature-driven MPCA method for structural anomaly detection

Y Zhu, YQ Ni, H **, D Inaudi, I Laory - Engineering Structures, 2019 - Elsevier
An important issue in structural health monitoring (SHM) is to develop appropriate
algorithms that can explicitly extract meaningful changes in measurements due to structural …

Exploring scalable, distributed real-time anomaly detection for bridge health monitoring

A Moallemi, A Burrello, D Brunelli… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
Modern real-time structural health monitoring (SHM) systems can generate a considerable
amount of information that must be processed and evaluated for detecting early anomalies …

Wavelet-based analysis of mode shapes for statistical detection and localization of damage in beams using likelihood ratio test

V Shahsavari, L Chouinard, J Bastien - Engineering Structures, 2017 - Elsevier
This paper presents a case study on statistical procedures for the detection and localization
of damage along a beam. Tests are performed on a specially designed beam consisting of …

Optimal sensor and actuator placement for structural health monitoring via an efficient convex cost-benefit optimization

S Cantero-Chinchilla, JL Beck, M Chiachío… - … Systems and Signal …, 2020 - Elsevier
The number and position of sensors and actuators are key decision variables that dictate the
performance of any structural health monitoring system. This paper proposes choosing them …