Machine Learning Based Quantitative Damage Monitoring of Composite Structure

Advanced deep learning model-based impact characterization method for composite laminates

(2021) Kyung-Chae Jung et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Generalized Gaussian smoothing for baseline‐free debonding assessment of sandwich panels

(2021) A. Villalobos et al.   Structural Control & Health Monitoring

Quantitative defect inspection in the curved composite structure using the modified probabilistic tomography algorithm and fusion of damage index

(2021) Hashen Jin et al.   ULTRASONICS

Infrared and ultrasonic intelligent damage recognition of composite materials based on deep learning

(2021) Caizhi Li et al.   APPLIED OPTICS

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

(2021) Guillermo Azuara et al.   SENSORS

A Deep Learning Framework for Damage Assessment of Composite Sandwich Structures

(2021) Viviana Meruane et al.   SHOCK AND VIBRATION

Artificial intelligence in real-time diagnostics and prognostics of composite materials and its uncertainties—a review

(2021) Muthu Ram Prabhu Elenchezhian et al.   Smart Materials and Structures

Recursive partitioning and Gaussian Process Regression for the detection and localization of damages in pultruded Glass Fiber Reinforced Polymer material

(2021) Giosuè Boscato et al.   Structural Control & Health Monitoring

Combined two-level damage identification strategy using ultrasonic guided waves and physical knowledge assisted machine learning

(2021) Mahindra Rautela et al.   ULTRASONICS

A novel ANN-RDT approach for damage detection of a composite panel employing contact and non-contact measuring data

(2021) Alireza Mojtahedi 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

Acoustic emission data based deep learning approach for classification and detection of damage-sources in a composite panel

(2021) Shirsendu Sikdar et al.   COMPOSITES PART B-ENGINEERING

Automated fatigue damage detection and classification technique for composite structures using Lamb waves and deep autoencoder

(2021) Hyunseong Lee et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Structural Health Monitoring in Composite Structures: A Comprehensive Review

(2021) Sahar Hassani et al.   SENSORS

Multiple damage detection in laminated composite beams using automated model update

(2021) Volkan Kahya et al.   Structures

A directional continuous wavelet transform of mode shape for line-type damage detection in plate-type structures

(2021) Binkai Shi et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Achieving robust damage mode identification of adhesive composite joints for wind turbine blade using acoustic emission and machine learning

(2020) D. Xu et al.   COMPOSITE STRUCTURES

Structural damage identification by sparse deep belief network using uncertain and limited data

(2020) Zhenghao Ding et al.   Structural Control & Health Monitoring

Herringbone-Bouligand CFRP structures: A new tailorable damage-tolerant solution for damage containment and reduced delaminations

(2020) Lorenzo Mencattelli et al.   COMPOSITES SCIENCE AND TECHNOLOGY

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

Machine Learning Algorithms in Civil Structural Health Monitoring: A Systematic Review

(2020) Majdi Flah et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

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

Monitoring of resin flow front and degree of cure in vacuum‐assisted resin infusion process using multifunctional piezoelectric sensor network

(2020) Xiao Liu et al.   POLYMER COMPOSITES

In-situ monitoring of liquid composite molding process using piezoelectric sensor network

(2020) Xinlin Qing et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

A comparison of machine learning algorithms for assessment of delamination in fiber-reinforced polymer composite beams

(2020) Mengyue He et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Crack damage identification of a thick composite sandwich structure based on Gaussian Processes classification

(2020) Zeyu Liu et al.   COMPOSITE STRUCTURES

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

(2020) Sandeep Sony et al.   ENGINEERING STRUCTURES

Electromechanical impedance-based damage localization with novel signatures extraction methodology and modified probability-weighted algorithm

(2020) Jianjian Zhu et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

An overview of acoustic emission inspection and monitoring technology in the key components of renewable energy systems

(2020) Yunze He et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Ultrasonic guided wave based structural damage detection and localization using model assisted convolutional and recurrent neural networks

(2020) Mahindra Rautela et al.   EXPERT SYSTEMS WITH APPLICATIONS

Data-Driven Structural Health Monitoring Using Feature Fusion and Hybrid Deep Learning

(2020) Hung V. Dang et al.   IEEE Transactions on Automation Science and Engineering

Piezoelectric Transducer-Based Structural Health Monitoring for Aircraft Applications

(2019) Xinlin Qing et al.   SENSORS

Damage characterization of carbon/epoxy composites using acoustic emission signals wavelet analysis

(2019) Ramin Khamedi et al.   COMPOSITE INTERFACES

Vibration-based delamination detection in curved composite plates

(2019) Zhifang Zhang et al.   COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING

Embedded fiber Bragg grating sensor–based wing load monitoring system for composite aircraft

(2019) Hyunseok Kwon et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

A two-dimensional eddy current array–based sensing film for estimating failure modes and tracking damage growth of bolted joints

(2019) Hu Sun et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Modified electromechanical impedance-based disbond monitoring for honeycomb sandwich composite structure

(2019) Jianjian Zhu et al.   COMPOSITE STRUCTURES

Investigation and identification of damage mechanisms of unidirectional carbon/flax hybrid composites using acoustic emission

(2019) Mariem Ben Ameur et al.   ENGINEERING FRACTURE MECHANICS

Improved Damage Localization and Quantification of CFRP Using Lamb Waves and Convolution Neural Network

(2019) Chenhui Su et al.   IEEE SENSORS JOURNAL

Comparative analysis of signal processing techniques for impedance-based SHM applications in noisy environments

(2019) Bruno Albuquerque de Castro et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Active Monitoring of Fatigue Crack in the Weld Zone of Bogie Frames Using Ultrasonic Guided Waves

(2019) Yan et al.   SENSORS

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

(2019) Samir Khatir et al.   COMPOSITE STRUCTURES

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

(2019) Iuliana Tabian et al.   SENSORS

On-Site Health Monitoring of Composite Bolted Joint Using Built-In Distributed Eddy Current Sensor Network

(2019) Qijian Liu et al.   Materials

Monitoring of Fatigue Crack Propagation by Damage Index of Ultrasonic Guided Waves Calculated by Various Acoustic Features

(2019) Hashen Jin et al.   Applied Sciences-Basel

In-flight and wireless damage detection in a UAV composite wing using fiber optic sensors and strain field pattern recognition

(2019) Joham Alvarez-Montoya et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A Bayesian framework for fatigue life prediction of composite laminates under co-existing matrix cracks and delamination

(2018) Matteo Corbetta et al.   COMPOSITE STRUCTURES

Quality assessment of porous CFRP specimens using X-ray Computed Tomography data and Artificial Neural Networks

(2018) A.G. Stamopoulos et al.   COMPOSITE STRUCTURES

Clustering of interlaminar and intralaminar damages in laminated composites under indentation loading using Acoustic Emission

(2018) Milad Saeedifar et al.   COMPOSITES PART B-ENGINEERING

Barely visible impact damage assessment in laminated composites using acoustic emission

(2018) Milad Saeedifar et al.   COMPOSITES PART B-ENGINEERING

Kappa-PSO-FAN based method for damage identification on composite structural health monitoring

(2018) Mario A. de Oliveira et al.   EXPERT SYSTEMS WITH APPLICATIONS

Identification of damage in composite structures using Gaussian mixture model-processed Lamb waves

(2018) Qiang Wang et al.   Smart Materials and Structures

Computer vision and deep learning–based data anomaly detection method for structural health monitoring

(2018) Yuequan Bao et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Guided wave excitation and propagation in damped composite plates

(2018) Hanfei Mei et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

The study of buckling and post-buckling behavior of laminated composites consisting multiple delaminations using acoustic emission

(2018) Anvar Sobhani et al.   THIN-WALLED STRUCTURES

A Damage Classification Approach for Structural Health Monitoring Using Machine Learning

(2018) Diego Tibaduiza et al.   COMPLEXITY

Automatic damage type classification and severity quantification using signal based and nonlinear model based damage sensitive features

(2018) Meriem Ghrib et al.   JOURNAL OF PROCESS CONTROL

Impedance resonant frequency sensitivity based structural damage identification with sparse regularization: experimental studies

(2018) Xingyu Fan et al.   Smart Materials and Structures

A novel eddy current array sensing film for quantitatively monitoring hole-edge crack growth in bolted joints

(2018) Hu Sun et al.   Smart Materials and Structures

Damage mode identification of adhesive composite joints under hygrothermal environment using acoustic emission and machine learning

(2018) D. Xu et al.   COMPOSITE STRUCTURES

Modal Strain Energy-Based Debonding Assessment of Sandwich Panels Using a Linear Approximation with Maximum Entropy

(2017) et al.   Entropy

Using Electromechanical Impedance and Extreme Learning Machine to Detect and Locate Damage in Structures

(2017) M. Djemana et al.   JOURNAL OF NONDESTRUCTIVE EVALUATION

A diagnostic imaging approach for online characterization of multi-impact in aircraft composite structures based on a scanning spatial-wavenumber filter of guided wave

(2017) Yuanqiang Ren et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Ensembles of novelty detection classifiers for structural health monitoring using guided waves

(2017) Gerges Dib et al.   Smart Materials and Structures

Integrated impedance and Lamb wave–based structural health monitoring strategy for long-term cycle-loaded composite structure

(2017) Dongyue Gao et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

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

(2016) Davide Nardi et al.   COMPOSITE STRUCTURES

Deep neural networks: A promising tool for fault characteristic mining and intelligent diagnosis of rotating machinery with massive data

(2016) Feng Jia et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A scanning spatial-wavenumber filter and PZT 2-D cruciform array based on-line damage imaging method of composite structure

(2016) Lei Qiu et al.   SENSORS AND ACTUATORS A-PHYSICAL

Guided wave based structural health monitoring: A review

(2016) Mira Mitra et al.   Smart Materials and Structures

Impact load identification for composite structures using Bayesian regularization and unscented Kalman filter

(2016) Gang Yan et al.   Structural Control & Health Monitoring

A novel probability-based diagnostic imaging with weight compensation for damage localization using guided waves

(2016) Kehai Liu et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Application of Artificial Neural Networks and Probability Ellipse methods for damage detection using Lamb waves

(2015) A. De Fenza et al.   COMPOSITE STRUCTURES

Localisation and identification of fatigue matrix cracking and delamination in a carbon fibre panel by acoustic emission

(2015) Davide Crivelli et al.   COMPOSITES PART B-ENGINEERING

Measuring changing strain fields in composites with Distributed Fiber-Optic Sensing using the optical backscatter reflectometer

(2015) Jon Harald L. Grave et al.   COMPOSITES PART B-ENGINEERING

An extended diffraction tomography method for quantifying structural damage using numerical Green’s functions

(2015) Eugene Chan et al.   ULTRASONICS

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

PCA-based damage classification of delaminated smart composite structures using improved layerwise theory

(2014) Bin Huang et al.   COMPUTERS & STRUCTURES

Microfabricated Expandable Sensor Networks for Intelligent Sensing Materials

(2014) Nathan Picchietti Salowitz et al.   IEEE SENSORS JOURNAL

Propagation of delamination in composite materials with isogeometric continuum shell elements

(2014) Saman Hosseini et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

A damage model for the prediction of static and fatigue-driven delamination in composite laminates

(2014) Maurício V Donadon et al.   JOURNAL OF COMPOSITE MATERIALS

An adaptive filter–based temperature compensation technique for structural health monitoring

(2014) Yishou Wang et al.   JOURNAL OF INTELLIGENT MATERIAL SYSTEMS AND STRUCTURES

Efficient tool for designing 2D phased arrays in lamb waves imaging of isotropic structures

(2014) Łukasz Ambroziński et al.   JOURNAL OF INTELLIGENT MATERIAL SYSTEMS AND STRUCTURES

Validation and evaluation of damage identification using probability-based diagnostic imaging on a stiffened composite panel

(2014) Zhanjun Wu 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

Acoustic emission-based study to characterize the initiation of delamination in composite materials

(2014) Mohamad Fotouhi et al.   JOURNAL OF THERMOPLASTIC COMPOSITE MATERIALS

Fast detection of impact location using kernel extreme learning machine

(2014) Heming Fu et al.   NEURAL COMPUTING & APPLICATIONS

Classification of acoustic emission data from buckling test of carbon fibre panel using unsupervised clustering techniques

(2014) Safaa Kh Al-Jumaili et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

In situ damage classification for composite laminates using Gaussian discriminant analysis

(2014) Cecilia Larrosa et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Defects in composite structures: Its effects and prediction methods – A comprehensive review

(2013) K. Senthil et al.   COMPOSITE STRUCTURES

Strain and damage monitoring in CFRP fuselage panels using fiber Bragg grating sensors. Part I: Design, manufacturing and impact testing

(2013) K.I. Tserpes et al.   COMPOSITE STRUCTURES

Delamination detection with error and noise polluted natural frequencies using computational intelligence concepts

(2013) Obinna K. Ihesiulor et al.   COMPOSITES PART B-ENGINEERING

Neural network approach for damaged area location prediction of a composite plate using electromechanical impedance technique

(2013) S. Na et al.   COMPOSITES SCIENCE AND TECHNOLOGY

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

(2013) Pierre Selva et al.   ENGINEERING STRUCTURES

Incremental Bayesian learning for in-service analysis of aeronautic composites

(2013) Matteo Cacciola et al.   IET Science Measurement & Technology

Reference-free damage detection, localization, and quantification in composites

(2013) Hyung Jin Lim et al.   JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA

A study of two unsupervised data driven statistical methodologies for detecting and classifying damages in structural health monitoring

(2013) D.-A. Tibaduiza et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Bonded repair of composite aircraft structures: A review of scientific challenges and opportunities

(2013) K.B. Katnam et al.   PROGRESS IN AEROSPACE SCIENCES

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

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

Time reversed Lamb wave for damage detection in a stiffened aluminum plate

(2013) C R Bijudas et al.   Smart Materials and Structures

Real time crack detection using mountable comparative vacuum monitoring sensors

(2013) D. Roach   Smart Structures and Systems

A quantitative multidamage monitoring method for large-scale complex composite

(2013) Lei Qiu et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Intelligent health monitoring of aerospace composite structures based on dynamic strain measurements

(2012) T.H. Loutas et al.   EXPERT SYSTEMS WITH APPLICATIONS

Characterization of composite materials damage under quasi-static three-point bending test using wavelet and fuzzy C-means clustering

(2012) Mohamad Fotouhi et al.   JOURNAL OF COMPOSITE MATERIALS

Bio-inspired stretchable network-based intelligent composites

(2012) Nathan Salowitz et al.   JOURNAL OF COMPOSITE MATERIALS

Acoustic emission-based damage classification of glass/polyester composites using harmony search k-means algorithm

(2012) Farzad Pashmforoush et al.   JOURNAL OF REINFORCED PLASTICS AND COMPOSITES

Impact source identification in finite isotropic plates using a time-reversal method: experimental study

(2012) Chunlin Chen et al.   Smart Materials and Structures

Damage Detection in a Composite Plate Using Modal Analysis and Artificial Intelligence

(2011) M. R. Nasiri et al.   APPLIED COMPOSITE MATERIALS

A genetic fuzzy radial basis function neural network for structural health monitoring of composite laminated beams

(2011) Shi-jie Zheng et al.   EXPERT SYSTEMS WITH APPLICATIONS

Acoustic Emission based on sentry function to monitor the initiation of delamination in composite materials

(2011) A.A. Bakhtiary Davijani et al.   MATERIALS & DESIGN

High spatial resolution imaging for structural health monitoring based on virtual time reversal

(2011) Jian Cai et al.   Smart Materials and Structures

Time reversibility of a Lamb wave for damage detection in a metallic plate

(2011) B Poddar et al.   Smart Materials and Structures

Health Monitoring of Aerospace Structures Using Fibre Bragg Gratings Combined with Advanced Signal Processing and Pattern Recognition Techniques

(2011) A. Panopoulou et al.   STRAIN

A structural health monitoring fastener for tracking fatigue crack growth in bolted metallic joints

(2011) Alexi Rakow et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

A Spider-Web-Like Highly Expandable Sensor Network for Multifunctional Materials

(2010) Giulia Lanzara et al.   ADVANCED MATERIALS

Classifying Induced Damage in Composite Plates Using One-Class Support Vector Machines

(2010) Santanu Das et al.   AIAA JOURNAL

Evaluation of the damage detection capability of a sparse-array guided-wave SHM system applied to a complex structure under varying thermal conditions

(2010) T. Clarke et al.   IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL

On acoustic emission for failure investigation in CFRP: Pattern recognition and peak frequency analyses

(2010) R. Gutkin et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A review of uncertainty in flight vehicle structural damage monitoring, diagnosis and control: Challenges and opportunities

(2010) Israel Lopez et al.   PROGRESS IN AEROSPACE SCIENCES

Development of a real-time active pipeline integrity detection system

(2009) Xinlin P Qing et al.   Smart Materials and Structures

Efficient temperature compensation strategies for guided wave structural health monitoring

(2009) Anthony J. Croxford et al.   ULTRASONICS

Research on delamination monitoring for composite structures based on HHGA–WNN

(2008) Shi-jie Zheng et al.   APPLIED SOFT COMPUTING

Neural network based nondestructive evaluation of sandwich composites

(2007) Frederick Just-Agosto et al.   COMPOSITES PART B-ENGINEERING

Health monitoring of FRP using acoustic emission and artificial neural networks

(2007) R. de Oliveira et al.   COMPUTERS & STRUCTURES