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 advancements
and applications encompassing: ... 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