Feature extraction and classification of multiple cracks from raw vibrational responses of composite beams using 1D-CNN network

One-Class Convolutional Neural Network (OC-CNN) Model for Rapid Bridge Damage Detection Using Bridge Response Data

(2023) Fadel Yessoufou et al.   KSCE Journal of Civil Engineering

Finite element model updating and damage identification using semi-rigidly connected frame element and optimization procedure: An experimental validation

(2023) Parsa Ghannadi et al.   Structures

Damage monitoring of pultruded GFRP composites using wavelet transform of vibration signals

(2022) Inturi Vamsi et al.   MEASUREMENT

A transfer learning approach for damage diagnosis in composite laminated plate using Lamb waves

(2022) Akshay Rai et al.   Smart Materials and Structures

Damage Detection in Rectangular Laminated Composite Plate Structures using a Combination of Wavelet Transforms and Artificial Neural Networks

(2022) Morteza Saadatmorad et al.   Journal of Vibration Engineering & Technologies

Damage monitoring of carbon fibre reinforced polymer composites using acoustic emission technique and deep learning

(2022) Claudia Barile et al.   COMPOSITE STRUCTURES

Vibration feature extraction using signal processing techniques for structural health monitoring: A review

(2022) Chunwei Zhang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Damage detection in GFRP composite structures by improved artificial neural network using new optimization techniques

(2022) Abdeldjebar Zara et al.   COMPOSITE STRUCTURES

Damage assessment in laminated composite plates using modal Strain Energy and YUKI-ANN algorithm

(2022) Muhammad Irfan Shirazi et al.   COMPOSITE STRUCTURES

Experimental and Computational Vibration Analysis for Diagnosing the Defects in High Performance Composite Structures Using Machine Learning Approach

(2022) Lakshmipathi Jakkamputi et al.   Applied Sciences-Basel

Vibration-based delamination evaluation in GFRP composite beams using ANN

(2021) TG Sreekanth et al.   POLYMERS & POLYMER COMPOSITES

Structural Damage Identification of Composite Rotors Based on Fully Connected Neural Networks and Convolutional Neural Networks

(2021) Veronika Scholz et al.   SENSORS

Damage Detection on Rectangular Laminated Composite Plates using Wavelet based Convolutional Neural Network Technique

(2021) Morteza Saadatmorad et al.   COMPOSITE STRUCTURES

Parameter tuning for wavelet transform-based damage index using mixture design

(2021) Guilherme Antonio Oliver et al.   ENGINEERING WITH COMPUTERS

A combined finite element and hierarchical Deep learning approach for structural health monitoring: Test on a pin-joint composite truss structure

(2021) Panagiotis Seventekidis et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Damage detection of composite beams using vibration response and artificial neural networks

(2021) Pedro Almeida Reis et al.   PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART L-JOURNAL OF MATERIALS-DESIGN AND APPLICATIONS

A Deep Learning Framework for Damage Assessment of Composite Sandwich Structures

(2021) Viviana Meruane et al.   SHOCK AND VIBRATION

Machine‐learning‐based methods for output‐only structural modal identification

(2021) Dawei Liu et al.   Structural Control & Health Monitoring

YUKI algorithm and POD-RBF for Elastostatic and dynamic crack identification

(2021) Brahim Benaissa et al.   Journal of Computational Science

Lamb wave-based damage detection of composite structures using deep convolutional neural network and continuous wavelet transform

(2021) Jun Wu et al.   COMPOSITE STRUCTURES

Structural Health Monitoring in Composite Structures: A Comprehensive Review

(2021) Sahar Hassani et al.   SENSORS

A methodological approach towards evaluating structural damage severity using 1D CNNs

(2021) Mohammad Almutairi et al.   Structures

Damage identification in steel plate using FRF and inverse analysis

(2021) Samir Khatir et al.   Frattura ed Integrita Strutturale

A hybrid PSO and Grey Wolf Optimization algorithm for static and dynamic crack identification

(2021) Faisal Al Thobiani et al.   THEORETICAL AND APPLIED FRACTURE MECHANICS

Applying Deep Learning to Continuous Bridge Deflection Detected by Fiber Optic Gyroscope for Damage Detection

(2020) Sheng Li et al.   SENSORS

An energy approach to the solution of partial differential equations in computational mechanics via machine learning: Concepts, implementation and applications

(2020) E. Samaniego et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Nondestructive health monitoring techniques for composite materials: A review

(2020) M Senthilkumar et al.   POLYMERS & POLYMER COMPOSITES

A Deep Learning Framework for Vibration-Based Assessment of Delamination in Smart Composite Laminates

(2020) Asif Khan et al.   SENSORS

Data-Driven Structural Health Monitoring and Damage Detection through Deep Learning: State-of-the-Art Review

(2020) Mohsen Azimi et al.   SENSORS

Multichannel one-dimensional convolutional neural network-based feature learning for fault diagnosis of industrial processes

(2020) Jianbo Yu et al.   NEURAL COMPUTING & APPLICATIONS

Improved ANN technique combined with Jaya algorithm for crack identification in plates using XIGA and experimental analysis

(2020) S. Khatir et al.   THEORETICAL AND APPLIED FRACTURE MECHANICS

A systematic review of convolutional neural network-based structural condition assessment techniques

(2020) Sandeep Sony et al.   ENGINEERING STRUCTURES

1D convolutional neural networks and applications: A survey

(2020) Serkan Kiranyaz et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Modal Strain Energy-Based Structural Damage Detection Using Convolutional Neural Networks

(2019) Shuai Teng et al.   Applied Sciences-Basel

Transfer learning enhanced physics informed neural network for phase-field modeling of fracture

(2019) Somdatta Goswami et al.   THEORETICAL AND APPLIED FRACTURE MECHANICS

The use of intelligent computational tools for damage detection and identification with an emphasis on composites – A review

(2018) Guilherme Ferreira Gomes et al.   COMPOSITE STRUCTURES

Recent advances in convolutional neural networks

(2018) Jiuxiang Gu et al.   PATTERN RECOGNITION

Structural vibration-based classification and prediction of delamination in smart composite laminates using deep learning neural network

(2018) Asif Khan et al.   COMPOSITES PART B-ENGINEERING

Crack identification of functionally graded beams using continuous wavelet transform

(2018) Lin-Feng Zhu et al.   COMPOSITE STRUCTURES

Real-time vibration-based structural damage detection using one-dimensional convolutional neural networks

(2017) Osama Abdeljaber et al.   JOURNAL OF SOUND AND VIBRATION

Damage detection in laminated composite plates via an optimal wavelet selection criterion

(2016) Mohammad-Reza Ashory et al.   JOURNAL OF REINFORCED PLASTICS AND COMPOSITES

The Vibration Monitoring Methods and Signal Processing Techniques for Structural Health Monitoring: A Review

(2015) D. Goyal et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

Nondestructive Damage Assessment of Composite Structures Based on Wavelet Analysis of Modal Curvatures: State-of-the-Art Review and Description of Wavelet-Based Damage Assessment Benchmark

(2015) Andrzej Katunin   SHOCK AND VIBRATION

Vibration-based Damage Identification Methods: A Review and Comparative Study

(2010) Wei Fan et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

On irregularity-based damage detection method for cracked beams

(2007) Jialai Wang et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES