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 …

A comprehensive review of digital twin—part 2: roles of uncertainty quantification and optimization, a battery digital twin, and perspectives

A Thelen, X Zhang, O Fink, Y Lu, S Ghosh… - Structural and …, 2023 - Springer
As an emerging technology in the era of Industry 4.0, digital twin is gaining unprecedented
attention because of its promise to further optimize process design, quality control, health …

A review of multi-objective optimization: methods and algorithms in mechanical engineering problems

JLJ Pereira, GA Oliver, MB Francisco… - … Methods in Engineering, 2022 - Springer
The optimization problems that must meet more than one objective are called multi-objective
optimization problems and may present several optimal solutions. This manuscript brings …

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 …

Multi-objective lichtenberg algorithm: A hybrid physics-based meta-heuristic for solving engineering problems

JLJ Pereira, GA Oliver, MB Francisco… - Expert Systems with …, 2022 - Elsevier
With the advancement of computing and inspired by optimal phenomena found in nature,
several algorithms capable of solving complex engineering problems have been developed …

Multi-objective heat transfer search algorithm for truss optimization

GG Tejani, S Kumar, AH Gandomi - Engineering with Computers, 2021 - Springer
In the real world, we often come across conditions like optimization of more than one
objective functions concurrently which are of conflicting nature and that makes the prospect …

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 …

Optimized damage identification in CFRP plates by reduced mode shapes and GA-ANN methods

GF Gomes, FA De Almeida, DM Junqueira… - Engineering …, 2019 - Elsevier
Delamination is one of the most common failure mode in laminated composites that leads
the separation along the interfaces of the layers. The structural performance can be …

Multi-objective sensor placement optimization in SHM systems with Kriging-based mode shape interpolation

FM de Souza Mello, JLJ Pereira, GF Gomes - Journal of Sound and …, 2024 - Elsevier
Sensor location optimization plays a key role in the application and development of
structural integrity monitoring methodologies, especially in large mechanical structures …

Damage identification of offshore jacket platforms in a digital twin framework considering optimal sensor placement

M Wang, A Incecik, S Feng, MK Gupta… - Reliability Engineering & …, 2023 - Elsevier
A new digital twin (DT) framework with optimal sensor placement (OSP) is proposed to
accurately calculate the modal responses and identify the damage ratios of the offshore …