A deep learning method for damage prognostics of fiber-reinforced composite laminates using acoustic emission
Published 2021 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
A deep learning method for damage prognostics of fiber-reinforced composite laminates using acoustic emission
Authors
Keywords
Acoustic emission, Convolutional Neural Network (CNN), Damage prognostics, Residual load-bearing ability, Composite materials
Journal
ENGINEERING FRACTURE MECHANICS
Volume 259, Issue -, Pages 108139
Publisher
Elsevier BV
Online
2021-11-25
DOI
10.1016/j.engfracmech.2021.108139
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Dynamic feature evaluation on streaming acoustic emission data for adhesively bonded joints for composite wind turbine blade
- (2021) Dong Xu et al. STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL
- Acoustic emission study of effect of fiber weaving on properties of fiber-resin composite materials
- (2020) Yuan Mi et al. COMPOSITE STRUCTURES
- Remaining Useful Strength (RUS) Prediction of SiCf-SiCm Composite Materials Using Deep Learning and Acoustic Emission
- (2020) Steph-Yves M. Louis et al. Applied Sciences-Basel
- Damage characterization of laminated composites using acoustic emission: A review
- (2020) Milad Saeedifar et al. COMPOSITES PART B-ENGINEERING
- Predicting the tensile strength of single wool fibers using artificial neural network and multiple linear regression models based on acoustic emission
- (2020) Di Lu et al. TEXTILE RESEARCH JOURNAL
- 1D convolutional neural networks and applications: A survey
- (2020) Serkan Kiranyaz et al. MECHANICAL SYSTEMS AND SIGNAL PROCESSING
- Acoustic emission based prediction of local stress exposure
- (2019) Markus G.R. Sause et al. COMPOSITES SCIENCE AND TECHNOLOGY
- Deep neural network method for predicting the mechanical properties of composites
- (2019) Sang Ye et al. APPLIED PHYSICS LETTERS
- Using passive and active acoustic methods for impact damage assessment of composite structures
- (2019) Milad Saeedifar et al. COMPOSITE STRUCTURES
- A review of acoustic emission as indicator of reinforcement effectiveness in concrete and cementitious composites
- (2019) Eleni Tsangouri et al. CONSTRUCTION AND BUILDING MATERIALS
- Experimental study of shear properties of 3D woven composite using digital image correlation and acoustic emission
- (2019) E. M. Strungar et al. ACTA MECHANICA SINICA
- Damage characterization in composite materials using acoustic emission signal-based and parameter-based data
- (2019) Claudia Barile et al. COMPOSITES PART B-ENGINEERING
- A novel feature representation method based on original waveforms for acoustic emission signals
- (2019) Zhensheng Yang et al. MECHANICAL SYSTEMS AND SIGNAL PROCESSING
- Acoustic emission monitoring of damage progression in Glass/Epoxy composites during static and fatigue tensile tests
- (2018) Walid Roundi et al. APPLIED ACOUSTICS
- Cluster analysis of acoustic emission signals and deformation measurement for delaminated glass fiber epoxy composites
- (2018) Wei Zhou et al. COMPOSITE STRUCTURES
- Multi-instrument in-situ damage monitoring in quasi-isotropic CFRP laminates under tension
- (2018) Fatih E. Oz et al. COMPOSITE STRUCTURES
- Influence of damage accumulation under fatigue loading on the AE-based health assessment of composite materials: Wave distortion and AE-features evolution as a function of damage level
- (2018) M. Kharrat et al. COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING
- Acoustic emission for interlaminar toughness testing of CFRP: Evaluation of the crack growth due to burst analysis
- (2018) Fabian Lissek et al. COMPOSITES PART B-ENGINEERING
- Acoustic emission detection of damage induced by simulated environmental conditioning in carbon fiber reinforced composites
- (2018) Dionysios E. Mouzakis et al. ENGINEERING FRACTURE MECHANICS
- Damage monitoring of three-point bending concrete specimens by acoustic emission and natural frequency analysis
- (2018) Giuseppe Lacidogna et al. ENGINEERING FRACTURE MECHANICS
- A new qualitative acoustic emission parameter based on Shannon’s entropy for damage monitoring
- (2018) Mengyu Chai et al. MECHANICAL SYSTEMS AND SIGNAL PROCESSING
- Damage mode identification in transverse crack tension specimens using acoustic emission and correlation with finite element progressive damage model
- (2018) Fatih E. Oz et al. COMPOSITES PART B-ENGINEERING
- Damage assessment studies in CFRP composite laminate with cut-out subjected to in-plane shear loading
- (2018) Naresh Reddy Kolanu et al. COMPOSITES PART B-ENGINEERING
- The fatigue failure study of repaired aluminum plates by composite patches using Acoustic Emission
- (2017) Abdullah Maleki et al. ENGINEERING FRACTURE MECHANICS
- On acoustic emission for damage detection and failure prediction in fiber reinforced polymer rods using pattern recognition analysis
- (2017) Mohammadhadi Shateri et al. Smart Materials and Structures
- Prediction of quasi-static delamination onset and growth in laminated composites by acoustic emission
- (2016) Milad Saeedifar et al. COMPOSITES PART B-ENGINEERING
- Failure prediction and reliability analysis of ferrocement composite structures by incorporating machine learning into acoustic emission monitoring technique
- (2016) Arash Behnia et al. CONSTRUCTION AND BUILDING MATERIALS
- Cracking and crackling in concrete-like materials: A dynamic energy balance
- (2016) A. Carpinteri et al. ENGINEERING FRACTURE MECHANICS
- ANN-based prediction of ultimate strength of carbon/epoxy tensile specimen using acoustic emission RMS data
- (2016) Kalidasan Krishnamoorthy et al. INTERNATIONAL JOURNAL OF MATERIALS & PRODUCT TECHNOLOGY
- Progress and trends in nondestructive testing and evaluation for wind turbine composite blade
- (2016) Ruizhen Yang et al. RENEWABLE & SUSTAINABLE ENERGY REVIEWS
- Correlation of acoustic emission with optically observed damage in a glass/epoxy woven laminate under tensile loading
- (2015) Li Li et al. COMPOSITE STRUCTURES
- Damage classification in carbon fibre composites using acoustic emission: A comparison of three techniques
- (2015) John P. McCrory et al. COMPOSITES PART B-ENGINEERING
- 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
- 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
- Detecting and locating damage initiation and progression in full-scale sandwich composite fuselage panels using acoustic emission
- (2012) Frank A Leone et al. JOURNAL OF COMPOSITE MATERIALS
- Unsupervised acoustic emission data clustering for the analysis of damage mechanisms in glass/polyester composites
- (2012) Amir Refahi Oskouei et al. MATERIALS & DESIGN
- Acoustic structural health monitoring of composite materials : Damage identification and evaluation in cross ply laminates using acoustic emission and ultrasonics
- (2011) D.G. Aggelis et al. COMPOSITES SCIENCE AND TECHNOLOGY
- Feature extraction of AE characteristics in offshore structure model using Hilbert–Huang transform
- (2010) Li Lin et al. MEASUREMENT
- Using acoustic emission to assess shear strength degradation in FRP composites due to constant and variable amplitude fatigue loading
- (2007) Theodore P. Philippidis et al. COMPOSITES SCIENCE AND TECHNOLOGY
- Acoustic emission based fatigue failure criterion for CFRP
- (2007) R UNNTHORSSON et al. INTERNATIONAL JOURNAL OF FATIGUE
Create your own webinar
Interested in hosting your own webinar? Check the schedule and propose your idea to the Peeref Content Team.
Create NowAsk a Question. Answer a Question.
Quickly pose questions to the entire community. Debate answers and get clarity on the most important issues facing researchers.
Get Started