On the Use of Machine Learning for Damage Assessment in Composite Structures: A Review

The effect of nano-gelcoat on freeze-thaw resistance of glass fiber-reinforced polymer composite for marine applications

(2023) Gokhan Demircan et al.   OCEAN ENGINEERING

Automatic void content assessment of composite laminates using a machine-learning approach

(2022) João M. Machado et al.   COMPOSITE STRUCTURES

Fault detection and diagnosis in electric motors using 1d convolutional neural networks with multi-channel vibration signals

(2022) Ronny Francis Ribeiro Junior et al.   MEASUREMENT

Classification of Damages in Composite Material using Multi-support Vector Machine

(2022) B. Rajiv et al.   Journal of The Institution of Engineers (India): Series C

Locating Low Velocity Impacts on a Composite Plate Using Multi-Frequency Image Fusion and Artificial Neural Network

(2022) Bo Feng et al.   JOURNAL OF NONDESTRUCTIVE EVALUATION

Deep multiobjective design optimization of CFRP isogrid tubes using lichtenberg algorithm

(2022) João Luiz Junho Pereira et al.   SOFT COMPUTING

A novel adaptive boosting algorithm with distance-based weighted least square support vector machine and filter factor for carbon fiber reinforced polymer multi-damage classification

(2022) Wenjuan Sheng et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

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

Fault Detection and Diagnosis in Electric Motors Using Convolution Neural Network and Short-Time Fourier Transform

(2022) Ronny Francis Ribeiro Junior et al.   Journal of Vibration Engineering & Technologies

Machine Learning Based Quantitative Damage Monitoring of Composite Structure

(2022) Xinlin Qing et al.   International Journal of Smart and Nano Materials

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

(2022) Claudia Barile et al.   COMPOSITE STRUCTURES

Damage characterization of embedded defects in composites using a hybrid thermography, computational, and artificial neural networks approach

(2022) Khaled S. Al-Athel et al.   Heliyon

Real-time damage analysis of 2D C/SiC composite based on spectral characters of acoustic emission signals using pattern recognition

(2022) Xianglong Zeng et al.   ACTA MECHANICA SINICA

Deep learning method for analysis and segmentation of fatigue damage in X-ray computed tomography data for fiber-reinforced polymers

(2022) Ramon Helwing et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Data-driven enhanced phase field models for highly accurate prediction of Mode I and Mode II fracture

(2022) Xue-Ling Luo et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Digital image correlation (DIC) based damage detection for CFRP laminates by using machine learning based image semantic segmentation

(2022) Yuansong Wang et al.   INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES

Machine learning-enabled resolution-lossless tomography for composite structures with a restricted sensing capability

(2022) Jianwei Yang et al.   ULTRASONICS

Sensory methods and machine learning based damage identification of fibre-reinforced composite structures: An introductory review

(2022) Senaka Bandara et al.   JOURNAL OF REINFORCED PLASTICS AND COMPOSITES

Automated Impact Damage Detection Technique for Composites Based on Thermographic Image Processing and Machine Learning Classification

(2022) Muflih Alhammad et al.   SENSORS

Applications of data-driven approaches in prediction of fatigue and fracture

(2022) Sara Nasiri et al.   Materials Today Communications

Random autoregressive models: A structured overview

(2021) Marta Regis et al.   Econometric Reviews

Artificial Neural Networks Framework for Detection of Defects in 3D-Printed Fiber Reinforcement Composites

(2021) Guan Lin Chen et al.   JOM

Automated visual detection of geometrical defects in composite manufacturing processes using deep convolutional neural networks

(2021) Abtin Djavadifar et al.   JOURNAL OF INTELLIGENT MANUFACTURING

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

(2021) Veronika Scholz et al.   SENSORS

Application of deep convolutional neural networks for automated and rapid identification and computation of crack statistics of thin cracks in strain hardening cementitious composites (SHCCs)

(2021) Avik Kumar Das et al.   CEMENT & CONCRETE COMPOSITES

Bayesian damage localization and identification based on a transient wave propagation model for composite beam structures

(2021) Sergio Cantero-Chinchilla et al.   COMPOSITE STRUCTURES

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

(2021) Morteza Saadatmorad et al.   COMPOSITE STRUCTURES

Employing principal component analysis for assessment of damage in GFRP composites using electromechanical impedance

(2021) Paweł H. Malinowski et al.   COMPOSITE STRUCTURES

Detection of inclusion by using 3D laser scanner in composite prepreg manufacturing technique using convolutional neural networks

(2021) M. J. Augustin et al.   MACHINE VISION AND APPLICATIONS

Quasi-Static Penetration Behavior of Glass-Fiber-Reinforced Epoxy Nanocomposites

(2021) G. Demircan et al.   MECHANICS OF COMPOSITE MATERIALS

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

Damage Localization in Composite Plates Using Wavelet Transform and 2-D Convolutional Neural Networks

(2021) Guillermo Azuara et al.   SENSORS

Artificial Neural Networks and Phenomenological Degradation Models for Fatigue Damage Tracking and Life Prediction in Laser Induced Graphene Interlayered Fiberglass Composites

(2021) Jalal Nasser et al.   Smart Materials and Structures

Damage imaging in skin-stringer composite aircraft panel by ultrasonic-guided waves using deep learning with convolutional neural network

(2021) Ranting Cui et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Identification of Debonding Damage at Spar Cap-Shear Web Joints by Artificial Neural Network Using Natural Frequency Relevant Key Features of Composite Wind Turbine Blades

(2021) Yun-Jung Jang et al.   Applied Sciences-Basel

Machine learning in predicting mechanical behavior of additively manufactured parts

(2021) Sara Nasiri et al.   Journal of Materials Research and Technology-JMR&T

Laplacian score and K-means data clustering for damage characterization of adhesively bonded CFRP composites by means of acoustic emission technique

(2021) Claudia Barile et al.   APPLIED ACOUSTICS

Uniaxial tension damage mechanics of steel fiber reinforced concrete using acoustic emission and machine learning crack mode classification

(2021) J.G. Yue et al.   CEMENT & CONCRETE COMPOSITES

An improved Artificial Neural Network using Arithmetic Optimization Algorithm for damage assessment in FGM composite plates

(2021) Samir Khatir et al.   COMPOSITE STRUCTURES

Interlaminar damage assessment method of CFRP laminate based on Synchrosqueezed Wavelet Transform and ensemble Principal Component Analysis

(2021) Shizeng Lu et al.   COMPOSITE STRUCTURES

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

(2021) Jun Wu et al.   COMPOSITE STRUCTURES

Advanced non-destructive evaluation of impact damage growth in carbon-fiber-reinforced plastic by electromechanical analysis and machine learning clustering

(2021) In Yong Lee et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Thermal properties of surface-modified nano-Al2O3/Kevlar fiber/epoxy composites

(2021) Mustafa Ozen et al.   MATERIALS CHEMISTRY AND PHYSICS

Structural Health Monitoring in Composite Structures: A Comprehensive Review

(2021) Sahar Hassani et al.   SENSORS

Health monitoring of sandwich composites with auxetic core subjected to indentation tests using acoustic emission

(2021) Khawla Essassi et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Application of PZT Ceramic Sensors for Composite Structure Monitoring Using Harmonic Excitation Signals and Bayesian Classification Approach

(2021) Michal Dziendzikowski et al.   Materials

Detection of Material Degradation of a Composite Cylinder Using Mode Shapes and Convolutional Neural Networks

(2021) Bartosz Miller et al.   Materials

A Survey of Convolutional Neural Networks: Analysis, Applications, and Prospects

(2021) Zewen Li et al.   IEEE Transactions on Neural Networks and Learning Systems

On the numerical modelling and analysis of multi-directional functionally graded composite structures: A review

(2020) Pankaj S. Ghatage et al.   COMPOSITE STRUCTURES

Surface-modified alumina nanoparticles-filled aramid fiber-reinforced epoxy nanocomposites: preparation and mechanical properties

(2020) Gokhan Demircan et al.   IRANIAN POLYMER JOURNAL

Fault classification in three-phase motors based on vibration signal analysis and artificial neural networks

(2020) Ronny Francis Ribeiro Junior et al.   NEURAL COMPUTING & APPLICATIONS

A particle swarm optimization–support vector machine hybrid system with acoustic emission on damage degree judgment of carbon fiber reinforced polymer cables

(2020) Jie Xu et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Application of artificial neural networks for quantitative damage detection in unidirectional composite structures based on Lamb waves

(2020) Cheng Qian et al.   Advances in Mechanical Engineering

Damage Detection in Composites By Artificial Neural Networks Trained By Using in Situ Distributed Strains

(2020) America Califano et al.   APPLIED COMPOSITE MATERIALS

Detection and classification of matrix cracking in laminated composites using guided wave propagation and artificial neural networks

(2020) A. Mardanshahi et al.   COMPOSITE STRUCTURES

Damage characterization of laminated composites using acoustic emission: A review

(2020) Milad Saeedifar et al.   COMPOSITES PART B-ENGINEERING

A modified transmissibility indicator and Artificial Neural Network for damage identification and quantification in laminated composite structures

(2020) Roumaissa Zenzen et al.   COMPOSITE STRUCTURES

Extrapolation of AR models using cubic splines for damage progression evaluation in composite structures

(2020) Samuel da Silva et al.   JOURNAL OF INTELLIGENT MATERIAL SYSTEMS AND STRUCTURES

Delamination area quantification in composite structures using Gaussian process regression and auto-regressive models

(2020) Jessé Paixão et al.   JOURNAL OF VIBRATION AND CONTROL

A Multilevel Isolation Forrest and Convolutional Neural Network Algorithm for Impact Characterization on Composite Structures

(2020) Amin Ebrahim Salehzadeh Nobari et al.   SENSORS

A Bayesian fusion method for composite damage identification using Lamb wave

(2020) Haode Huo et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

A review of vibration-based damage detection in civil structures: From traditional methods to Machine Learning and Deep Learning applications

(2020) Onur Avci et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Composite Laminate Delamination Detection Using Transient Thermal Conduction Profiles and Machine Learning Based Data Analysis

(2020) David I. Gillespie et al.   SENSORS

Digital image correlation, acoustic emission and in-situ microscopy in order to understand composite compression damage behavior

(2020) Khalil Hamdi et al.   COMPOSITE STRUCTURES

Efficient Artificial neural networks based on a hybrid metaheuristic optimization algorithm for damage detection in laminated composite structures

(2020) H. Tran-Ngoc et al.   COMPOSITE STRUCTURES

A Novel $k$-Means Clustering and Weighted $k$-NN-Regression-Based Fast Transmission Line Protection

(2020) Amit Kumar Gangwar et al.   IEEE Transactions on Industrial Informatics

Detection of Internal Defects in Carbon Fiber Reinforced Plastic Slabs Using Background Thermal Compensation by Filtering and Support Vector Machines

(2019) Juan-Camilo Forero-Ramírez et al.   JOURNAL OF NONDESTRUCTIVE EVALUATION

Damage assessment in composite laminates using ANN-PSO-IGA and Cornwell indicator

(2019) Samir Khatir et al.   COMPOSITE STRUCTURES

Damage mode identification of composite wind turbine blade under accelerated fatigue loads using acoustic emission and machine learning

(2019) Pengfei Liu et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

A Convolutional Neural Network for Impact Detection and Characterization of Complex Composite Structures

(2019) Iuliana Tabian et al.   SENSORS

Damage detection in steel-concrete composite bridge using vibration characteristics and artificial neural network

(2019) Zhi Xin Tan et al.   Structure and Infrastructure Engineering

An ultrasound-based water-cut meter for heavy fuel oil

(2019) Carlos Eduardo Teixeira et al.   MEASUREMENT

Guided wave SHM system for damage detection in complex composite structure

(2019) A. De Luca et al.   THEORETICAL AND APPLIED FRACTURE MECHANICS

Damage detection method of CFRP structure based on fiber Bragg grating and principal component analysis

(2018) Shizeng Lu et al.   OPTIK

Classification of damages in composite images using Zernike moments and support vector machines

(2018) A.R. Jac Fredo et al.   COMPOSITES PART B-ENGINEERING

Stable principal component pursuit-based thermographic data analysis for defect detection in polymer composites

(2017) Zhengbing Yan et al.   JOURNAL OF PROCESS CONTROL

Detection of low-velocity impact-induced delaminations in composite laminates using Auto-Regressive models

(2016) Davide Nardi et al.   COMPOSITE STRUCTURES

Evolution of damage during the fatigue of 3D woven glass-fibre reinforced composites subjected to tension–tension loading observed by time-lapse X-ray tomography

(2016) B. Yu et al.   COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING

Hard-Rock Stability Analysis for Span Design in Entry-Type Excavations with Learning Classifiers

(2016) Esperanza García-Gonzalo et al.   Materials

Detection of delamination in laminated composites with limited measurements combining PCA and dynamic QPSO

(2015) A. Rama Mohan Rao et al.   ADVANCES IN ENGINEERING SOFTWARE

A general Bayesian framework for ellipse-based and hyperbola-based damage localization in anisotropic composite plates

(2015) C Fendzi et al.   JOURNAL OF INTELLIGENT MATERIAL SYSTEMS AND STRUCTURES

Discrete Bayesian Network Classifiers

(2014) Concha Bielza et al.   ACM COMPUTING SURVEYS

Prediction of impact damage tolerance of drop impacted WGFRP composite by artificial neural network using acoustic emission parameters

(2014) P. Ramasamy et al.   COMPOSITES PART B-ENGINEERING

Damage detection in composite materials structures under variable loads conditions by using fiber Bragg gratings and principal component analysis, involving new unfolding and scaling methods

(2014) Julián Sierra-Pérez et al.   JOURNAL OF INTELLIGENT MATERIAL SYSTEMS AND STRUCTURES

Damage Classification of Sandwich Composites Using Acoustic Emission Technique and k-means Genetic Algorithm

(2014) Farzad Pashmforoush et al.   JOURNAL OF NONDESTRUCTIVE EVALUATION

Development of an artificial neural network processing technique for the analysis of damage evolution in pultruded composites with acoustic emission

(2013) Davide Crivelli et al.   COMPOSITES PART B-ENGINEERING

Smart monitoring of aeronautical composites plates based on electromechanical impedance measurements and artificial neural networks

(2013) Pierre Selva et al.   ENGINEERING STRUCTURES

Damage assessment of carbon fiber reinforced composites under accelerated aging and validation via stochastic model-based analysis

(2013) Dionysios E Mouzakis et al.   INTERNATIONAL JOURNAL OF DAMAGE MECHANICS

A novel Bayesian imaging method for probabilistic delamination detection of composite materials

(2013) Tishun Peng et al.   Smart Materials and Structures

Identification of damage modes in polypropylene/epoxy composites by using principal component analysis on AE signals extracted from Mode I delamination

(2012) Jahan Taghizadeh et al.   Nondestructive Testing and Evaluation

Detecting Low Velocity Impact Damage in Composite Plate Using Nonlinear Acoustic/Ultrasound Methods

(2010) U. Polimeno et al.   APPLIED COMPOSITE MATERIALS

Improving classification performance of Support Vector Machine by genetically optimising kernel shape and hyper-parameters

(2010) Laura Dioşan et al.   APPLIED INTELLIGENCE

Autoregressive model-based gear shaft fault diagnosis using the Kolmogorov–Smirnov test

(2009) Xiyang Wang et al.   JOURNAL OF SOUND AND VIBRATION