Application of Machine Learning to Predict the Engineering Characteristics of Construction MaterialMultiscale Science and Engineering - Tập 5 - Trang 1-9 - 2023
Jinho Bang, Beomjoo Yang
The rapid development of machine learning technology has resulted in its increasing application in diverse fields, with the expectation of further extension in the future. This trend is driven by the exponential growth in data generation and accumulation, as well as the advancement of computing power capable of processing vast amounts of data. While experimental research has traditionally been rec...... hiện toàn bộ
Advancements and Challenges of Micromechanics-based Homogenization for the Short Fiber Reinforced CompositesMultiscale Science and Engineering - Tập 5 Số 3-4 - Trang 133-146 - 2023
Hugon Lee, Sangryun Lee, Seunghwa Ryu
AbstractIn the realm of technologically important short fiber and particulate-reinforced composites, homogenization approaches based on micromechanics are extensively explored for estimating inherent effective properties. This review provides a comprehensive overview of the core principles underpinning micromechanics-based homogenization, as well as its advancement...... hiện toàn bộ
Vibration of a Nanocomposite Annular Sandwich Microplate Based on HSDT Using DQMMultiscale Science and Engineering - - 2024
Mohsen Emdadi, Mehdi Mohammadimehr, Fatemeh Bargozini
In this article, a numerical solution for free vibration of double-bonded composite annular sandwich microplate using modified couple stress and higher order shear deformation theories are presented. The structure is composed of carbon nanotube reinforced composite and a honeycomb aluminum core. Both of these two annular sandwich plates reinforced with carbon nanotubes are completely the same and ...... hiện toàn bộ
A Review of the Mechanical Design of Materials Based on Molecular Dynamics SimulationsMultiscale Science and Engineering - - Trang 1-18 - 2024
Joonmyung Choi
This review paper explores recent efforts in the computational mechanics community toward theoretical discovery of key factors governing the mechanical properties of materials. In particular, it provides an overview of how the classical or reactive molecular dynamics simulation solvers has expanded the scope of modern mechanical design methodologies. Indeed, the strategy of implementing atomic-lev...... hiện toàn bộ
Recent Studies on the Multiscale Analysis of Polymer NanocompositesMultiscale Science and Engineering - Tập 1 - Trang 167-195 - 2019
Ingyun Chung, Maenghyo Cho
Ever since several formations of polymer-based nanocomposites were reported, research on their modeling, characterization, and computerized analysis methodology has been extensively investigated to become a major academic field of advanced material science and technology. This paper mainly summarizes the multiscale computational analysis methodology for polymer nanocomposites. We also introduce va...... hiện toàn bộ