[HTML][HTML] Applications of artificial intelligence/machine learning to high-performance composites
With the booming prosperity of artificial intelligence (AI) technology, it triggers a paradigm
shift in engineering fields including material science. The integration of AI and machine …
shift in engineering fields including material science. The integration of AI and machine …
Machine learning-based morphological and mechanical prediction of kirigami-inspired active composites
Kirigami-inspired designs hold great potential for the development of functional materials
and devices, but predicting the morphological configuration of these structures under …
and devices, but predicting the morphological configuration of these structures under …
[HTML][HTML] A critical review on machine learning applications in fiber composites and nanocomposites: Towards a control loop in the chain of processes in industries
Fiber composites must be evaluated to achieve correct use in various fields. Their
properties, performance, condition, and integrity can be quickly predicted and optimized by …
properties, performance, condition, and integrity can be quickly predicted and optimized by …
Micromechanics-informed parametric deep material network for physics behavior prediction of heterogeneous materials with a varying morphology
T Li - Computer Methods in Applied Mechanics and …, 2024 - Elsevier
Abstract Deep Material Network (DMN) has recently emerged as a data-driven surrogate
model for heterogeneous materials. Given a particular microstructural morphology, the …
model for heterogeneous materials. Given a particular microstructural morphology, the …
[HTML][HTML] Fibre orientation distribution function mapping for short fibre polymer composite components from low resolution/large volume X-ray computed tomography
RM Auenhammer, A Prajapati, K Kalasho… - Composites Part B …, 2024 - Elsevier
Short glass fibre injection moulded composites, used in interior and exterior automotive
parts, are exposed to complex stress states, for example during a crash. As the fibre scale …
parts, are exposed to complex stress states, for example during a crash. As the fibre scale …
Effects of process parameters on mechanical properties and interface of 3D printed bamboo‐inspired CCFR‐PLA/TPU composites
W Ye, H Dou, D Zhang, F Yang, Y Cheng… - Polymer …, 2024 - Wiley Online Library
Inspired by the exceptional strength and toughness of fresh bamboo, a low‐cost method for
preparing continuous fiber‐reinforced multi‐matrix composites based on 3D printing was …
preparing continuous fiber‐reinforced multi‐matrix composites based on 3D printing was …
[HTML][HTML] N-adaptive ritz method: A neural network enriched partition of unity for boundary value problems
Conventional finite element methods are known to be tedious in adaptive refinements due to
their conformal regularity requirements. Further, the enrichment functions for adaptive …
their conformal regularity requirements. Further, the enrichment functions for adaptive …
[HTML][HTML] Data-driven modeling of an unsaturated bentonite buffer model test under high temperatures using an enhanced axisymmetric reproducing kernel particle …
In deep geological repositories for high level nuclear waste with close canister spacings,
bentonite buffers can experience temperatures higher than 100° C. In this range of extreme …
bentonite buffers can experience temperatures higher than 100° C. In this range of extreme …
Dimensional reduction technique for the prediction of global and local responses of unidirectional composite with matrix nonlinearity and varying fiber packing …
A Jamnongpipatkul, F Naets, FA Gilabert - Engineering with Computers, 2024 - Springer
The problem associated with the computational homogenization of composite materials
often results in expensive computational cost that prevents engineers from comprehensive …
often results in expensive computational cost that prevents engineers from comprehensive …
A fast and effective stiffness prediction method for short fiber reinforced composites with skin‐core structure
R Zhao, Z Wang, X Li, H Gao, T Wu, Y Li… - Polymer …, 2024 - Wiley Online Library
The extrusion procedure used to manufacture Short Fiber Reinforced Composites (SFRCs)
results in significant anisotropy in the components due to the skin‐core structure. While there …
results in significant anisotropy in the components due to the skin‐core structure. While there …