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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 …
[KNJIGA][B] Tensor numerical methods in scientific computing
BN Khoromskij - 2018 - books.google.com
The most difficult computational problems nowadays are those of higher dimensions. This
research monograph offers an introduction to tensor numerical methods designed for the …
research monograph offers an introduction to tensor numerical methods designed for the …
[HTML][HTML] A theoretical case study of the generalization of machine-learned potentials
Abstract Machine-learned interatomic potentials (MLIPs) are typically trained on datasets
that encompass a restricted subset of possible input structures, which presents a potential …
that encompass a restricted subset of possible input structures, which presents a potential …
Analysis of boundary conditions for crystal defect atomistic simulations
Numerical simulations of crystal defects are necessarily restricted to finite computational
domains, supplying artificial boundary conditions that emulate the effect of embedding the …
domains, supplying artificial boundary conditions that emulate the effect of embedding the …
A framework for a generalization analysis of machine-learned interatomic potentials
Machine-learned interatomic potentials (MLIPs) and force fields (ie, interaction laws for
atoms and molecules) are typically trained on limited data-sets that cover only a very small …
atoms and molecules) are typically trained on limited data-sets that cover only a very small …
Summation rules for a fully nonlocal energy-based quasicontinuum method
JS Amelang, GN Venturini, DM Kochmann - Journal of the Mechanics and …, 2015 - Elsevier
The quasicontinuum (QC) method coarse-grains crystalline atomic ensembles in order to
bridge the scales from individual atoms to the micro-and mesoscales. A crucial cornerstone …
bridge the scales from individual atoms to the micro-and mesoscales. A crucial cornerstone …
A review of multiscale numerical modeling of rock mechanics and rock engineering
X Wei, Z Li, G Zhao - Deep Underground Science and …, 2024 - Wiley Online Library
Rock is geometrically and mechanically multiscale in nature, and the traditional
phenomenological laws at the macroscale cannot render a quantitative relationship …
phenomenological laws at the macroscale cannot render a quantitative relationship …
QM/MM methods for crystalline defects. Part 3: Machine-learned MM models
We develop and analyze a framework for consistent QM/MM (quantum/classic) hybrid
models of crystalline defects, which admits general atomistic interactions including …
models of crystalline defects, which admits general atomistic interactions including …
Geometry equilibration of crystalline defects in quantum and atomistic descriptions
We develop a rigorous framework for modeling the geometry equilibration of crystalline
defects. We formulate the equilibration of crystal defects as a variational problem on a …
defects. We formulate the equilibration of crystal defects as a variational problem on a …
Efficient a posteriori error control of a concurrent multiscale method with sharp interface for crystalline defects
Y Wang, H Wang - Journal of Scientific Computing, 2023 - Springer
We present an efficient a posteriori error control strategy for an energy-based concurrent
multiscale method with sharp interface in molecular mechanics, namely the geometric …
multiscale method with sharp interface in molecular mechanics, namely the geometric …