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Multiscale modeling meets machine learning: What can we learn?
Abstract Machine learning is increasingly recognized as a promising technology in the
biological, biomedical, and behavioral sciences. There can be no argument that this …
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 …
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 …
constitutive response and on the fundamental physical mechanisms. In a brief introduction …
Key computational modeling issues in integrated computational materials engineering
Designing materials for targeted performance requirements as required in Integrated
Computational Materials Engineering (ICME) demands a combined strategy of bottom–up …
Computational Materials Engineering (ICME) demands a combined strategy of bottom–up …
Mechanics of carbon nanotubes
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 …
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
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 …
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 …
phenomena at various length and time scales. Further development of polymer systems …
Phase field modeling of defects and deformation
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 …
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 …
elastic properties of a single-walled carbon nanotube to its atomic structure. We derive …
The heterognous multiscale methods
The heterogenous multiscale method (HMM) is presented as a general methodology for the
efficient numerical computation of problems with multiscales and multiphysics on multigrids …
efficient numerical computation of problems with multiscales and multiphysics on multigrids …