Damage assessment of laminated composites using unsupervised autonomous features

In-situ health monitoring of thermoplastic bio-composites using acoustic emission

(2023) Sami Allagui et al.   JOURNAL OF THERMOPLASTIC COMPOSITE MATERIALS

Damage detection in composites using non-destructive testing aided by ANN technique: A review

(2023) Neetika Saha et al.   JOURNAL OF THERMOPLASTIC COMPOSITE MATERIALS

Unsupervised long-term damage detection in an uncontrolled environment through optimal autoencoder

(2023) Kang Yang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A review on guided-ultrasonic-wave-based structural health monitoring: From fundamental theory to machine learning techniques

(2023) Zhengyan Yang et al.   ULTRASONICS

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

(2022) Asif Khan et al.   COMPOSITE STRUCTURES

An Unsupervised Tunnel Damage Identification Method Based on Convolutional Variational Auto-Encoder and Wavelet Packet Analysis

(2022) Yonglai Zhang et al.   SENSORS

Autoencoders for unsupervised real‐time bridge health assessment

(2022) Valentina Giglioni et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

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

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

On the in-situ on-line structural health monitoring of composites using screen-printed sensors

(2021) Saad Nauman et al.   JOURNAL OF THERMOPLASTIC COMPOSITE MATERIALS

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

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

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

(2021) Asif Khan et al.   SENSORS

Structural health monitoring of adhesive joints using Lamb waves: A review

(2021) Gabriel M. F. Ramalho et al.   Structural Control & Health Monitoring

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

(2021) Jun Wu et al.   COMPOSITE STRUCTURES

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

Review on Vibration-Based Structural Health Monitoring Techniques and Technical Codes

(2021) Yang Yang et al.   Symmetry-Basel

Analysis of Eigenfrequencies of a Circular Interface Delamination in Elastic Media Based on the Boundary Integral Equation Method

(2021) Mikhail V. Golub et al.   Mathematics

Deep learning based segmentation using full wavefield processing for delamination identification: A comparative study

(2021) Abdalraheem A. Ijjeh et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

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

(2020) Asif Khan et al.   SENSORS

Damage characterization of laminated composites using acoustic emission: A review

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

Structural damage identification based on unsupervised feature-extraction via Variational Auto-encoder

(2020) Xirui Ma et al.   MEASUREMENT

The effects of temperature and deformation rate on fracture behavior of S‐2 glass/epoxy laminated composites

(2020) Zafer Kaya et al.   POLYMER COMPOSITES

Unsupervised deep learning approach using a deep auto-encoder with an one-class support vector machine to detect structural damage

(2020) Zilong Wang et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

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

Enhanced wavefield imaging method for impact damage detection in composite laminates via laser-generated Lamb waves

(2020) Fei Gao et al.   MEASUREMENT

High-velocity ice impact damage quantification in composite laminates using a frequency domain-based correlation approach

(2020) Marco A. Pérez et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Damage Detection in Holed Carbon Fiber Composite Laminates Using Embedded Fiber Bragg Grating Sensors Based on Strain Information

(2020) Guoping Ding et al.   SHOCK AND VIBRATION

First order eigen perturbation techniques for real time damage detection of vibrating systems: Theory and applications

(2019) Basuraj Bhowmik et al.   Applied Mechanics Reviews

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

(2019) Chenhui Su et al.   IEEE SENSORS JOURNAL

Temperature affected guided wave propagation in a composite plate complementing the Open Guided Waves Platform

(2019) Jochen Moll et al.   Scientific Data

Real time structural modal identification using recursive canonical correlation analysis and application towards online structural damage detection

(2019) B. Bhowmik et al.   JOURNAL OF SOUND AND VIBRATION

Robust linear and nonlinear structural damage detection using recursive canonical correlation analysis

(2019) B. Bhowmik et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Experimental Characterization of a Damage Detection and Localization System for Composite Structures

(2018) V. Memmolo et al.   MEASUREMENT

Real time damage detection using recursive principal components and time varying auto-regressive modeling

(2018) M. Krishnan et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Real-time unified single- and multi-channel structural damage detection using recursive singular spectrum analysis

(2018) Basuraj Bhowmik et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Data-driven model identification of guided wave propagation in composite structures

(2018) Samuel da Silva   Journal of the Brazilian Society of Mechanical Sciences and Engineering

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

Ultrasonic guided wave propagation in composites including damage using high-fidelity local interaction simulation

(2017) Guoyi Li et al.   JOURNAL OF INTELLIGENT MATERIAL SYSTEMS AND STRUCTURES

Health condition evaluation of carbon fiber–reinforced thermoplastic with a tapping system

(2017) Xiuqi Lyu et al.   JOURNAL OF THERMOPLASTIC COMPOSITE MATERIALS

Unsupervised novelty detection–based structural damage localization using a density peaks-based fast clustering algorithm

(2017) Young-Jin Cha et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Acoustic emission detection and prediction of fatigue crack propagation in composite patch repairs using neural network

(2016) A Chukwujekwu Okafor et al.   JOURNAL OF THERMOPLASTIC COMPOSITE MATERIALS

A sparse auto-encoder-based deep neural network approach for induction motor faults classification

(2016) Wenjun Sun et al.   MEASUREMENT

A probabilistic crack size quantification method using in-situ Lamb wave test and Bayesian updating

(2016) Jinsong Yang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Principal component analysis: a review and recent developments

(2016) Ian T. Jolliffe et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Guided wave based structural health monitoring: A review

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

Time-series clustering – A decade review

(2015) Saeed Aghabozorgi et al.   INFORMATION SYSTEMS

Determining impact induced damage by lamb wave mode extracted by EMD method

(2015) Xu Baochun et al.   MEASUREMENT

Assessment of defect detection in wood–plastic composites via shearography method

(2014) Mohsen Barmouz et al.   JOURNAL OF THERMOPLASTIC COMPOSITE MATERIALS

Guided waves in anisotropic and quasi-isotropic aerospace composites: Three-dimensional simulation and experiment

(2013) Cara A.C. Leckey et al.   ULTRASONICS

The effect of temperatures on hybrid composite laminates under impact loading

(2012) Metin Sayer et al.   COMPOSITES PART B-ENGINEERING

Use of Relative Baseline Features of Guided Waves for In situ Structural Health Monitoring

(2011) Jeong-Seok Lee et al.   JOURNAL OF INTELLIGENT MATERIAL SYSTEMS AND STRUCTURES

Probability-based diagnostic imaging using hybrid features extracted from ultrasonic Lamb wave signals

(2011) Chao Zhou et al.   Smart Materials and Structures

Guided Wave Damage Detection in Composite Plates under Temperature Variations

(2010) Chan Yik Park et al.   MATERIALS AND MANUFACTURING PROCESSES

Guided-wave Health Monitoring of Aircraft Composite Panels under Changing Temperature

(2009) Salvatore Salamone et al.   JOURNAL OF INTELLIGENT MATERIAL SYSTEMS AND STRUCTURES

Effects of Elevated Temperature on Guided-wave Structural Health Monitoring

(2008) Ajay Raghavan et al.   JOURNAL OF INTELLIGENT MATERIAL SYSTEMS AND STRUCTURES

Feasibility of low frequency straight-ray guided wave tomography

(2008) Pierre Belanger et al.   NDT & E INTERNATIONAL

Damage Localisation in a Stiffened Composite Panel

(2008) D. Chetwynd et al.   STRAIN