Machine learning and data science in soft materials engineering

AL Ferguson - Journal of Physics: Condensed Matter, 2017 - iopscience.iop.org
In many branches of materials science it is now routine to generate data sets of such large
size and dimensionality that conventional methods of analysis fail. Paradigms and tools from …

Recent developments in multifunctional nanocomposites using carbon nanotubes

JM Wernik, SA Meguid - 2010 - asmedigitalcollection.asme.org
This review summarizes the most recent advances in multifunctional polymer
nanocomposites reinforced by carbon nanotubes and aims to stimulate further research in …

Machine learning for collective variable discovery and enhanced sampling in biomolecular simulation

H Sidky, W Chen, AL Ferguson - Molecular Physics, 2020 - Taylor & Francis
Classical molecular dynamics simulates the time evolution of molecular systems through the
phase space spanned by the positions and velocities of the constituent atoms. Molecular …

Statistical models of fracture

MJ Alava, PKVV Nukala, S Zapperi - Advances in Physics, 2006 - Taylor & Francis
Disorder and long-range interactions are two of the key components that make material
failure an interesting playfield for the application of statistical mechanics. The cornerstone in …

An introduction to computational nanomechanics and materials

WK Liu, EG Karpov, S Zhang, HS Park - Computer methods in applied …, 2004 - Elsevier
Many arenas of research are rapidly advancing due to a combined effort between
engineering and science. In some cases, fields of research that were stagnating under the …

Hyperelasticity governs dynamic fracture at a critical length scale

MJ Buehler, FF Abraham, H Gao - Nature, 2003 - nature.com
The elasticity of a solid can vary depending on its state of deformation. For example, metals
will soften and polymers may stiffen as they are deformed to levels approaching failure. It is …

[КНИГА][B] Nano mechanics and materials: theory, multiscale methods and applications

WK Liu, EG Karpov, HS Park - 2006 - books.google.com
Nanotechnology is a progressive research and development topic with large amounts of
venture capital and government funding being invested worldwide. Nano mechanics, in …

The atomic-scale finite element method

B Liu, Y Huang, H Jiang, S Qu, KC Hwang - Computer methods in applied …, 2004 - Elsevier
The multiscale simulation is important to the development of nanotechnology and to the
study of materials and systems across multiple length scales. In order to develop an efficient …

Multiscale plasticity modeling: coupled atomistics and discrete dislocation mechanics

LE Shilkrot, RE Miller, WA Curtin - Journal of the Mechanics and Physics of …, 2004 - Elsevier
A computational method (CADD) is presented whereby a continuum region containing
dislocation defects is coupled to a fully atomistic region. The model is related to previous …

Multiparadigm Modeling of Dynamical Crack Propagation in Silicon<? format?> Using a Reactive Force Field

MJ Buehler, ACT Van Duin, WA Goddard III - Physical review letters, 2006 - APS
We report a study of dynamic cracking in a silicon single crystal in which the ReaxFF
reactive force field is used for several thousand atoms near the crack tip, while more than …