Cargando…

Predictions of the mechanical properties of unidirectional fibre composites by supervised machine learning

We present an application of data analytics and supervised machine learning to allow accurate predictions of the macroscopic stiffness and yield strength of a unidirectional composite loaded in the transverse plane. Predictions are obtained from the analysis of an image of the material microstructur...

Descripción completa

Detalles Bibliográficos
Autores principales:	Pathan, M. V., Ponnusami, S. A., Pathan, J., Pitisongsawat, R., Erice, B., Petrinic, N., Tagarielli, V. L.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Nature Publishing Group UK 2019
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6764947/ https://www.ncbi.nlm.nih.gov/pubmed/31562346 http://dx.doi.org/10.1038/s41598-019-50144-w

Ejemplares similares

Comparative study of the mechanical properties of woven and unidirectional fibres in discontinuous long-fibre composites
por: Belliveau, Réjean, et al.
Publicado: (2022)

Mechanical Properties of Hybrid Graphene Nanoplatelet-Nanosilica Filled Unidirectional Basalt Fibre Composites
por: Hashim, Ummu Raihanah, et al.
Publicado: (2021)

Improved mechanical performances of unidirectional jute fibre composites developed with new fibre architectures
por: Hasan, Mahmudul, et al.
Publicado: (2021)

Chip Formation and Orthogonal Cutting Optimisation of Unidirectional Carbon Fibre Composites
por: Abena, Alessandro, et al.
Publicado: (2023)

A Finite Element Study to Investigate the Mechanical Behaviour of Unidirectional Recycled Carbon Fibre/Glass Fibre–Reinforced Epoxy Composites
por: Karuppannan Gopalraj, Sankar, et al.
Publicado: (2021)

Super-Resolution Processing of Synchrotron CT Images for Automated Fibre Break Analysis of Unidirectional Composites
por: Karamov, Radmir, et al.
Publicado: (2023)

Prediction of Fracture Toughness of Pultruded Composites Based on Supervised Machine Learning
por: Karamov, Radmir, et al.
Publicado: (2022)

A multimodal data-set of a unidirectional glass fibre reinforced polymer composite
por: Emerson, Monica J., et al.
Publicado: (2018)

Toughening Mechanism of Unidirectional Stretchable Composite
por: Jiang, Xiaochun, et al.
Publicado: (2021)

A machine learning model for predicting the ballistic impact resistance of unidirectional fiber-reinforced composite plate
por: Lei, X. D., et al.
Publicado: (2021)

Predicting the Mechanical Properties of RCA-Based Concrete Using Supervised Machine Learning Algorithms
por: Shang, Meijun, et al.
Publicado: (2022)

A 3D finite element model to simulate progressive damage in unidirectional- and woven-fibre thermoplastic discontinuous-long-fibre composites
por: Belliveau, Réjean, et al.
Publicado: (2023)

X-ray tomography data of compression tested unidirectional fibre composites with different off-axis angles
por: Wilhelmsson, D., et al.
Publicado: (2019)

Experimental Method for Tensile Testing of Unidirectional Carbon Fibre Composites Using Improved Specimen Type and Data Analysis
por: Kumar, Rajnish, et al.
Publicado: (2021)

Mechanical properties and failure behavior of unidirectional porous ceramics
por: Seuba, Jordi, et al.
Publicado: (2016)

Development of a Novel Friction Model for Machining Simulations in Unidirectional Composite Materials
por: Seward, Oscar, et al.
Publicado: (2022)

Mechanical Properties of Cellulose and Flax Fiber Unidirectional Reinforced Plywood
por: Jorda, Johannes, et al.
Publicado: (2022)

Supervised Algorithms of Machine Learning for the Prediction of Cervical Cancer
por: F., Asadi, et al.
Publicado: (2020)

Predictive Supervised Machine Learning Models for Diabetes Mellitus
por: Muhammad, L. J., et al.
Publicado: (2020)

Fibre-Reinforced Polymer Composites: Mechanical Properties and Applications
por: Ilyas, R. A., et al.
Publicado: (2022)

Effect of fibre loading on mechanical properties of jute fibre bundle reinforced gypsum composites
por: Abir, Nafis, et al.
Publicado: (2023)

Enhanced Mechanical Properties of Multiscale Carbon Fiber/Epoxy Unidirectional Composites with Different Dimensional Carbon Nanofillers
por: Liu, Yu, et al.
Publicado: (2020)

Supervised machine learning in wind forecasting and ramp event prediction
por: Dhiman, Harsh S, et al.
Publicado: (2020)

Comparing different supervised machine learning algorithms for disease prediction
por: Uddin, Shahadat, et al.
Publicado: (2019)

Predicting cash holdings using supervised machine learning algorithms
por: Özlem, Şirin, et al.
Publicado: (2022)

Predicting Breast Cancer Leveraging Supervised Machine Learning Techniques
por: Aamir, Sanam, et al.
Publicado: (2022)

Prediction of Diabetes Mellitus Progression Using Supervised Machine Learning
por: Chauhan, Apoorva S., et al.
Publicado: (2023)

Processing and Mechanical Properties of Basalt Fibre-Reinforced Thermoplastic Composites
por: Deng, Xinying, et al.
Publicado: (2022)

The Efficacy of Machine-Learning-Supported Smart System for Heart Disease Prediction
por: Absar, Nurul, et al.
Publicado: (2022)

The effects of heterogeneous mechanical properties on the response of a ductile material
por: Song, Yichi, et al.
Publicado: (2021)

Predicting Duration of Mechanical Ventilation in Acute Respiratory Distress Syndrome Using Supervised Machine Learning
por: Sayed, Mohammed, et al.
Publicado: (2021)

Machining of Fibre Reinforced Plastic Composite Materials
por: Caggiano, Alessandra
Publicado: (2018)

Integrated Deep Learning and Supervised Machine Learning Model for Predictive Fetal Monitoring
por: Gude, Vinayaka, et al.
Publicado: (2022)

Supervised machine learning with Python: develop rich Python coding practices while exploring supervised machine learning
por: Smith, Taylor
Publicado: (2019)

On certain properties of some generalized special functions
por: Pathan, M A, et al.
Publicado: (2002)

On the thermal shock resistance and mechanical properties of novel unidirectional UHTCMCs for extreme environments
por: Zoli, Luca, et al.
Publicado: (2018)

An integral equation method for the homogenization of unidirectional fibre-reinforced media; antiplane elasticity and other potential problems
por: Joyce, Duncan, et al.
Publicado: (2017)

Fretting Fatigue Performance of Unidirectional, Laminated Carbon Fibre Reinforced Polymer Straps at Elevated Service Temperature
por: Stankovic, Danijela, et al.
Publicado: (2021)

A framework for predicting academic orientation using supervised machine learning
por: El Mrabet, Hicham, et al.
Publicado: (2022)

Supervised Machine Learning Empowered Multifactorial Genetic Inheritance Disorder Prediction
por: Ghazal, Taher M., et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_3u8jpo5vb422idedqk78ulh7rn