Unsupervised learning methods for data-driven vibration-based structural health monitoring: a review

K Eltouny, M Gomaa, X Liang - Sensors, 2023 - mdpi.com
Structural damage detection using unsupervised learning methods has been a trending
topic in the structural health monitoring (SHM) research community during the past decades …

Vibration-based tests and results for the evaluation of infill masonry walls influence on the dynamic behaviour of buildings: a review

V Nicoletti, D Arezzo, S Carbonari, F Gara - Archives of Computational …, 2022 - Springer
Tests on infill masonry walls have been widely performed by many researchers and for a
long time with the main purpose of characterising the infill performance under earthquake …

Structural health monitoring with statistical methods during progressive damage test of S101 Bridge

M Döhler, F Hille, L Mevel, W Rücker - Engineering Structures, 2014 - Elsevier
For the last decades vibration based damage detection of engineering structures has
become an important issue for maintenance operations on transport infrastructure. Research …

Structural health monitoring: An IoT sensor system for structural damage indicator evaluation

M Muttillo, V Stornelli, R Alaggio, R Paolucci… - Sensors, 2020 - mdpi.com
In the last decades, the applications of structural monitoring are moving toward the field of
civil engineering and infrastructures. Nevertheless, if the structures have damages, it does …

Sensor placement with optimal damage detectability for statistical damage detection

A Mendler, M Döhler, CE Ventura - Mechanical Systems and Signal …, 2022 - Elsevier
Damage diagnosis based on global structural vibrations critically depends on the sensor
layout, in particular when a small number of sensors is used for large structures under …

Sensitivity analysis of subspace-based damage indicators under changes in ambient excitation covariance, severity and location of damage

A Aloisio, L Di Battista, R Alaggio, M Fragiacomo - Engineering Structures, 2020 - Elsevier
It is common practice in Structural Health Monitoring (SHM) to perform damage detection by
detecting changes in subspace-based damage indicators. They are computed by comparing …

A reliability-based approach to determine the minimum detectable damage for statistical damage detection

A Mendler, M Döhler, CE Ventura - Mechanical Systems and Signal …, 2021 - Elsevier
This paper derives a formula to determine the minimum detectable damage based on
ambient vibration data. It is a key element to analyze which damage scenarios can be …

Localizability of damage with statistical tests and sensitivity-based parameter clusters

A Mendler, M Döhler, CE Ventura, L Mevel - Mechanical Systems and …, 2023 - Elsevier
Damage localization based on ambient vibration data in combination with finite element
models can be challenging, in particular due to the large number of parameters in the model …

Determination of structural and damage detection system influencing parameters on the value of information

L Long, M Döhler, S Thöns - Structural Health Monitoring, 2022 - journals.sagepub.com
A method to determine the influencing parameters of a structural and damage detection
system is proposed based on the value of information analysis. The value of information …

Uncertainty quantification for the Modal Phase Collinearity of complex mode shapes

S Greś, M Döhler, P Andersen, L Mevel - Mechanical Systems and Signal …, 2021 - Elsevier
Abstract The Modal Phase Collinearity (MPC) is a modal indicator designed to decide
whether the mode shape used in its computation is a real or complex-valued vector. Its …