Multiscale modeling meets machine learning: What can we learn?

GCY Peng, M Alber, A Buganza Tepole… - … Methods in Engineering, 2021‏ - Springer
Abstract Machine learning is increasingly recognized as a promising technology in the
biological, biomedical, and behavioral sciences. There can be no argument that this …

Mechanisms of cement hydration

JW Bullard, HM Jennings, RA Livingston… - Cement and concrete …, 2011‏ - Elsevier
The current state of knowledge of cement hydration mechanisms is reviewed, including the
origin of the period of slow reaction in alite and cement, the nature of the acceleration …

Mechanical properties of nanocrystalline materials

MA Meyers, A Mishra, DJ Benson - Progress in materials science, 2006‏ - Elsevier
The mechanical properties of nanocrystalline materials are reviewed, with emphasis on their
constitutive response and on the fundamental physical mechanisms. In a brief introduction …

Key computational modeling issues in integrated computational materials engineering

JH Panchal, SR Kalidindi, DL McDowell - Computer-Aided Design, 2013‏ - Elsevier
Designing materials for targeted performance requirements as required in Integrated
Computational Materials Engineering (ICME) demands a combined strategy of bottom–up …

Mechanics of carbon nanotubes

D Qian, GJ Wagner, and, WK Liu… - Appl. Mech …, 2002‏ - asmedigitalcollection.asme.org
Soon after the discovery of carbon nanotubes, it was realized that the theoretically predicted
mechanical properties of these interesting structures–including high strength, high stiffness …

Equation-free, coarse-grained multiscale computation: Enabling mocroscopic simulators to perform system-level analysis

CW Gear, JM Hyman, PG Kevrekidid, IG Kevrekidis… - 2003‏ - projecteuclid.org
We present and discuss a framework for computer-aided multiscale analysis, which enables
models at a fine (microscopic/stochastic) level of description to perform modeling tasks at a …

A review of multiscale computational methods in polymeric materials

A Gooneie, S Schuschnigg, C Holzer - Polymers, 2017‏ - mdpi.com
Polymeric materials display distinguished characteristics which stem from the interplay of
phenomena at various length and time scales. Further development of polymer systems …

Phase field modeling of defects and deformation

Y Wang, J Li - Acta Materialia, 2010‏ - Elsevier
New perspectives on the phase field approach in modeling deformation and fracture at the
fundamental defect level are reviewed. When applied at sub-angstrom length scales the …

Size-dependent elastic properties of a single-walled carbon nanotube via a molecular mechanics model

T Chang, H Gao - Journal of the Mechanics and Physics of Solids, 2003‏ - Elsevier
An analytical model based on a molecular mechanics approach is presented to relate the
elastic properties of a single-walled carbon nanotube to its atomic structure. We derive …

The heterognous multiscale methods

E Weinan, B Engquist - Communications in Mathematical …, 2003‏ - projecteuclid.org
The heterogenous multiscale method (HMM) is presented as a general methodology for the
efficient numerical computation of problems with multiscales and multiphysics on multigrids …