Autonomous assessment of delamination in laminated composites using deep learning and data augmentation

A transfer learning object detection model for defects detection in X-ray images of spacecraft composite structures

(2022) Yanfeng Gong et al.   COMPOSITE STRUCTURES

Synthetic image data augmentation for fibre layup inspection processes: Techniques to enhance the data set

(2021) Sebastian Meister et al.   JOURNAL OF INTELLIGENT MANUFACTURING

Study on Prediction of Compression Performance of Composite Laminates After Impact Based on Convolutional Neural Networks

(2021) Fengyang Jiang et al.   APPLIED COMPOSITE MATERIALS

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

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

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

(2021) Veronika Scholz et al.   SENSORS

Autonomous damage recognition in visual inspection of laminated composite structures using deep learning

(2021) Sakineh Fotouhi 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

Deep-learning based damage sensing of carbon fiber/polypropylene composite via addressable conducting network

(2021) Myeong-Hyeon Yu et al.   COMPOSITE STRUCTURES

Intelligent recognition of composite material damage based on deep learning and infrared testing

(2021) Caizhi Li et al.   OPTICS EXPRESS

An empirical survey of data augmentation for time series classification with neural networks

(2021) Brian Kenji Iwana et al.   PLoS One

Autonomous Assessment of Delamination Using Scarce Raw Structural Vibration and Transfer Learning

(2021) Asif Khan et al.   SENSORS

A Deep Learning Framework for Damage Assessment of Composite Sandwich Structures

(2021) Viviana Meruane et al.   SHOCK AND VIBRATION

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

(2021) Samir Khatir 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

Detection of Barely Visible Impact Damage in Polymeric Laminated Composites Using a Biomimetic Tactile Whisker

(2021) Sakineh Fotouhi et al.   Polymers

Classification and prediction of multidamages in smart composite laminates using discriminant analysis

(2020) Asif Khan et al.   MECHANICS OF ADVANCED MATERIALS AND STRUCTURES

Non-destructive testing and evaluation of composite materials/structures: A state-of-the-art review

(2020) Bing Wang et al.   Advances in Mechanical Engineering

Theory-guided machine learning for damage characterization of composites

(2020) Navid Zobeiry et al.   COMPOSITE STRUCTURES

Defect identification in composite materials via thermography and deep learning techniques

(2020) Hyun-Tae Bang et al.   COMPOSITE STRUCTURES

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

(2020) Roumaissa Zenzen et al.   COMPOSITE STRUCTURES

Vibrational detection of delamination in composites using a combined finite element analysis and machine learning approach

(2020) Eric W. Jacobs et al.   JOURNAL OF APPLIED PHYSICS

A systematic review of deep transfer learning for machinery fault diagnosis

(2020) Chuan Li et al.   NEUROCOMPUTING

A Comprehensive Survey on Transfer Learning

(2020) Fuzhen Zhuang et al.   PROCEEDINGS OF THE IEEE

Comparison of handcrafted features and convolutional neural networks for liver MR image adequacy assessment

(2020) Wenyi Lin et al.   Scientific Reports

A three-dimensional solution for free vibration and buckling of annular plate, conical, cylinder and cylindrical shell of FG porous-cellular materials using IGA

(2020) Thanh Cuong-Le et al.   COMPOSITE STRUCTURES

A thermographic data augmentation and signal separation method for defect detection

(2020) Kaixin Liu et al.   MEASUREMENT SCIENCE and TECHNOLOGY

Full wavefield processing by using FCN for delamination detection

(2020) Abdalraheem A. Ijjeh et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Vibration-based delamination detection in curved composite plates

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

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

(2019) Samir Khatir et al.   COMPOSITE STRUCTURES

High-performance bio-inspired composite T-joints

(2019) Roya Akrami et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Data Augmentation for Brain-Tumor Segmentation: A Review

(2019) Jakub Nalepa et al.   Frontiers in Computational Neuroscience

Assessment of sensor debonding failure in system identification of smart composite laminates

(2018) Asif Khan et al.   NDT & E INTERNATIONAL

Preprocessing-Free Gear Fault Diagnosis Using Small Datasets With Deep Convolutional Neural Network-Based Transfer Learning

(2018) Pei Cao et al.   IEEE Access

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

Deep Learning Enabled Fault Diagnosis Using Time-Frequency Image Analysis of Rolling Element Bearings

(2017) David Verstraete et al.   SHOCK AND VIBRATION

Assessment of delamination in composite materials: A review

(2016) Jalumedi Babu et al.   PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART B-JOURNAL OF ENGINEERING MANUFACTURE

Vibration-based delamination diagnosis and modelling for composite laminate plates

(2015) D. Garcia et al.   COMPOSITE STRUCTURES

Infrared thermographic evaluation of large composite grid parts subjected to axial loading

(2015) V.P. Vavilov et al.   POLYMER TESTING

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

(2014) Bin Huang et al.   COMPUTERS & STRUCTURES

Investigation of the mixed-mode delamination in polymer-matrix composites using acoustic emission technique

(2014) Mohamad Fotouhi et al.   JOURNAL OF REINFORCED PLASTICS AND COMPOSITES

3D monitoring of delamination growth in a wind turbine blade composite using optical coherence tomography

(2014) Ping Liu et al.   NDT & E INTERNATIONAL

Acousto-ultrasonics-based fatigue damage characterization: Linear versus nonlinear signal features

(2013) Zhongqing Su et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Studies on the failure analysis of composite materials with manufacturing defects

(2013) R. Talreja   MECHANICS OF COMPOSITE MATERIALS

Non-contact detection of impact damage in CFRP composites using millimeter-wave reflection and considering carbon fiber direction

(2013) Seung-Hwan Yang et al.   NDT & E INTERNATIONAL

Composite materials for wind energy applications: micromechanical modeling and future directions

(2012) Leon Mishnaevsky   COMPUTATIONAL MECHANICS

X-ray radiography and micro-computed tomography examination of damage characteristics in stitched composites subjected to impact loading

(2011) K.T. Tan et al.   COMPOSITES PART B-ENGINEERING

Perspectives on system identification

(2010) Lennart Ljung   ANNUAL REVIEWS IN CONTROL

Composite electromagnetic interference shielding materials for aerospace applications

(2009) Christopher J. von Klemperer et al.   COMPOSITE STRUCTURES