[HTML][HTML] A review of artificial neural networks in the constitutive modeling of composite materials
Abstract Machine learning models are increasingly used in many engineering fields thanks
to the widespread digital data, growing computing power, and advanced algorithms. The …
to the widespread digital data, growing computing power, and advanced algorithms. The …
A state-of-the-art review on machine learning-based multiscale modeling, simulation, homogenization and design of materials
Multiscale simulation and homogenization of materials have become the major
computational technology as well as engineering tools in material modeling and material …
computational technology as well as engineering tools in material modeling and material …
[HTML][HTML] Generation of 3D representative volume elements for heterogeneous materials: A review
This work reviews state of the art representative volume element (RVE) generation
techniques for heterogeneous materials. To this end, we present a systematic classification …
techniques for heterogeneous materials. To this end, we present a systematic classification …
Three-dimensional convolutional neural network (3D-CNN) for heterogeneous material homogenization
Homogenization is a technique commonly used in multiscale computational science and
engineering for predicting collective response of heterogeneous materials and extracting …
engineering for predicting collective response of heterogeneous materials and extracting …
A review on the out-of-autoclave process for composite manufacturing
Composite materials have gained increased usage due to their unique characteristic of a
high-stiffness-to-weight ratio. High-performing composite materials are produced in the …
high-stiffness-to-weight ratio. High-performing composite materials are produced in the …
Application of the finite element method in the analysis of composite materials: A review
The use of composite materials in several sectors, such as aeronautics and automotive, has
been gaining distinction in recent years. However, due to their high costs, as well as unique …
been gaining distinction in recent years. However, due to their high costs, as well as unique …
Mechanical properties of graphene nanoplatelet/carbon fiber/epoxy hybrid composites: Multiscale modeling and experiments
CM Hadden, DR Klimek-McDonald, EJ Pineda, JA King… - Carbon, 2015 - Elsevier
Because of the relatively high specific mechanical properties of carbon fiber/epoxy
composite materials, they are often used as structural components in aerospace …
composite materials, they are often used as structural components in aerospace …
A comparative review of multiscale models for effective properties of nano-and micro-composites
Modelling and simulation techniques are now considered an essential practice for the
materials industry. In order to gain insight into factors that can affect the final properties of a …
materials industry. In order to gain insight into factors that can affect the final properties of a …
Three-dimensional microstructure generation using generative adversarial neural networks in the context of continuum micromechanics
Multiscale simulations are demanding in terms of computational resources. In the context of
continuum micromechanics, the multiscale problem arises from the need of inferring …
continuum micromechanics, the multiscale problem arises from the need of inferring …
Aramid nanofibers for multiscale fiber reinforcement of polymer composites
While aramid fibers have been innovative for ballistic protection because of their high
energy absorption, minimal usage has been applied to continuous fiber reinforced polymer …
energy absorption, minimal usage has been applied to continuous fiber reinforced polymer …