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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
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
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 …
models at a fine (microscopic/stochastic) level of description to perform modeling tasks at a …
A review of multiscale computational methods in polymeric materials
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
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 …