[HTML][HTML] Topologically engineered 3D printed architectures with superior mechanical strength
RS Ambekar, B Kushwaha, P Sharma, F Bosia… - Materials Today, 2021 - Elsevier
Materials that are lightweight yet exhibit superior mechanical properties are of compelling
importance for several technological applications that range from aircrafts to household …
importance for several technological applications that range from aircrafts to household …
Prediction of composite microstructure stress-strain curves using convolutional neural networks
Stress-strain curves are an important representation of a material's mechanical properties,
from which important properties such as elastic modulus, strength, and toughness, are …
from which important properties such as elastic modulus, strength, and toughness, are …
[HTML][HTML] Micromechanics-based homogenization of the effective physical properties of composites with an anisotropic matrix and interfacial imperfections
Micromechanics-based homogenization has been employed extensively to predict the
effective properties of technologically important composites. In this review article, we …
effective properties of technologically important composites. In this review article, we …
Multi-objective Bayesian optimization for the design of nacre-inspired composites: optimizing and understanding biomimetics through AI
The hierarchical structures found in biological materials lead to an outstanding balance of
multiple material properties, and numerous research studies have been initiated to emulate …
multiple material properties, and numerous research studies have been initiated to emulate …
Using convolutional neural networks to predict composite properties beyond the elastic limit
Composites are ubiquitous throughout nature and often display both high strength and
toughness, despite the use of simple base constituents. In the hopes of recreating the high …
toughness, despite the use of simple base constituents. In the hopes of recreating the high …
[HTML][HTML] A method for predicting mechanical properties of composite microstructure with reduced dataset based on transfer learning
Y Xu, H Weng, X Ju, H Ruan, J Chen, C Nan, J Guo… - Composite …, 2021 - Elsevier
Establishing structure-property linkages of composites by machine learning with limited
labeled samples remains an ongoing challenge. A method for predicting mechanical …
labeled samples remains an ongoing challenge. A method for predicting mechanical …
[HTML][HTML] A combined experimental/numerical study on the scaling of impact strength and toughness in composite laminates for ballistic applications
In this paper, the impact behaviour of composite laminates is investigated, and their potential
for ballistic protection assessed, as a function of the reinforcing materials and structures for …
for ballistic protection assessed, as a function of the reinforcing materials and structures for …
[HTML][HTML] Designing staggered platelet composite structure with Gaussian process regression based Bayesian optimization
The staggered platelet composite structure, one of the most well-known examples of
biomimetics, is inspired by the microstructure of nacre, where stiff mineral platelets are …
biomimetics, is inspired by the microstructure of nacre, where stiff mineral platelets are …
[HTML][HTML] Toughening amplification of microcracks in staggered composites
Y Nie, D Li - Engineering Fracture Mechanics, 2023 - Elsevier
Biological materials depict an excellent combination of both strength and toughness, which
is a vital requirement for most engineering materials. It provides motifs to revolutionize the …
is a vital requirement for most engineering materials. It provides motifs to revolutionize the …
[HTML][HTML] A crack-bridging model of brick and mortar architecture considering the anisotropic property
Y Nie, D Li, Q Luo - Composite Structures, 2023 - Elsevier
The attainment of both strength and toughness is a vital requirement for most engineering
materials. Unfortunately these properties are generally mutually exclusive. Biological …
materials. Unfortunately these properties are generally mutually exclusive. Biological …