Development of sensor validation methodologies for structural health monitoring: A comprehensive review

TH Yi, HB Huang, HN Li - Measurement, 2017 - Elsevier
Sensor faults, which occur when sensor outputs display unacceptable deviations from the
true values of measured variable, will cause false alarms and missed detections in structural …

The need for multi-sensor data fusion in structural health monitoring of composite aircraft structures

AAR Broer, R Benedictus, D Zarouchas - Aerospace, 2022 - mdpi.com
With the increased use of composites in aircraft, many new successful contributions to the
advancement of the structural health monitoring (SHM) field for composite aerospace …

Physics-guided convolutional neural network (PhyCNN) for data-driven seismic response modeling

R Zhang, Y Liu, H Sun - Engineering Structures, 2020 - Elsevier
Accurate prediction of building's response subjected to earthquakes makes possible to
evaluate building performance. To this end, we leverage the recent advances in deep …

Deep generative Bayesian optimization for sensor placement in structural health monitoring

S Sajedi, X Liang - Computer‐Aided Civil and Infrastructure …, 2022 - Wiley Online Library
Optimal sensor placement (OSP) is essential for effective structural health monitoring (SHM).
More recently, deep learning algorithms have shown great potential in sensor‐based SHM …

Optimal sensor placement in structural health monitoring using discrete optimization

H Sun, O Büyüköztürk - Smart Materials and Structures, 2015 - iopscience.iop.org
The objective of optimal sensor placement (OSP) is to obtain a sensor layout that gives as
much information of the dynamic system as possible in structural health monitoring (SHM) …

Bayesian updating and identifiability assessment of nonlinear finite element models

MK Ramancha, R Astroza, R Madarshahian… - … Systems and Signal …, 2022 - Elsevier
A promising and attractive way of performing structural health monitoring (SHM) and
damage prognosis (DP) of engineering systems is through utilizing a nonlinear finite …

[HTML][HTML] Health-monitoring systems for marine structures: A review

This paper presents a comprehensive review of the state-of-the-art developments in health
monitoring of marine structures. Monitoring the health of marine structures plays a key role in …

A multiobjective sensor placement optimization for SHM systems considering Fisher information matrix and mode shape interpolation

GF Gomes, FA de Almeida… - Engineering with …, 2019 - Springer
Sensor placement optimization plays a key role in structural health monitoring (SHM) of
large mechanical structures. Given the existence of an effective damage identification …

Multi-objective sensor placement optimization of helicopter rotor blade based on Feature Selection

JLJ Pereira, MB Francisco, LA de Oliveira… - … Systems and Signal …, 2022 - Elsevier
This work aims to develop a Structural Health Monitoring methodology that maximizes the
acquired modal response and minimizes the number of sensors in a helicopter's main rotor …