Topology optimization of multi-scale structures: a review

J Wu, O Sigmund, JP Groen - Structural and Multidisciplinary Optimization, 2021 - Springer
Multi-scale structures, as found in nature (eg, bone and bamboo), hold the promise of
achieving superior performance while being intrinsically lightweight, robust, and multi …

[HTML][HTML] A review of artificial neural networks in the constitutive modeling of composite materials

X Liu, S Tian, F Tao, W Yu - Composites Part B: Engineering, 2021 - Elsevier
Abstract Machine learning models are increasingly used in many engineering fields thanks
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

D Bishara, Y **e, WK Liu, S Li - Archives of computational methods in …, 2023 - Springer
Multiscale simulation and homogenization of materials have become the major
computational technology as well as engineering tools in material modeling and material …

[HTML][HTML] Deep learning for topology optimization of 2D metamaterials

HT Kollmann, DW Abueidda, S Koric, E Guleryuz… - Materials & Design, 2020 - Elsevier
Data-driven models are rising as an auspicious method for the geometrical design of
materials and structural systems. Nevertheless, existing data-driven models customarily …

[HTML][HTML] New innovations in pavement materials and engineering: A review on pavement engineering research 2021

JE Office, J Chen, H Dan, Y Ding, Y Gao, M Guo… - Journal of Traffic and …, 2021 - Elsevier
Sustainable and resilient pavement infrastructure is critical for current economic and
environmental challenges. In the past 10 years, the pavement infrastructure strongly …

Three-dimensional convolutional neural network (3D-CNN) for heterogeneous material homogenization

C Rao, Y Liu - Computational Materials Science, 2020 - Elsevier
Homogenization is a technique commonly used in multiscale computational science and
engineering for predicting collective response of heterogeneous materials and extracting …

Topology optimization in aircraft and aerospace structures design

JH Zhu, WH Zhang, L **a - Archives of computational methods in …, 2016 - Springer
Topology optimization has become an effective tool for least-weight and performance
design, especially in aeronautics and aerospace engineering. The purpose of this paper is …

Fully porous 3D printed titanium femoral stem to reduce stress‐shielding following total hip arthroplasty

S Arabnejad, B Johnston, M Tanzer… - Journal of Orthopaedic …, 2017 - Wiley Online Library
Current hip replacement femoral implants are made of fully solid materials which all have
stiffness considerably higher than that of bone. This mechanical mismatch can cause …

Bi-directional evolutionary structural optimization on advanced structures and materials: a comprehensive review

L **a, Q **a, X Huang, YM **e - Archives of Computational Methods in …, 2018 - Springer
The evolutionary structural optimization (ESO) method developed by **e and Steven
(Comput Struct 49 (5): 885–896, 162), an important branch of topology optimization, has …

Homogenization‐based topology optimization for high‐resolution manufacturable microstructures

JP Groen, O Sigmund - International Journal for Numerical …, 2018 - Wiley Online Library
This paper presents a projection method to obtain high‐resolution, manufacturable
structures from efficient and coarse‐scale homogenization‐based topology optimization …