Concurrent multiscale simulations of nonlinear random materials using probabilistic learning (Q6125499)

scientific article; zbMATH DE number 7831071

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English	Concurrent multiscale simulations of nonlinear random materials using probabilistic learning	scientific article; zbMATH DE number 7831071

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instance of

scholarly article

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title

Concurrent multiscale simulations of nonlinear random materials using probabilistic learning (English)

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Computer Methods in Applied Mechanics and Engineering

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publication date

11 April 2024

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zbMATH Keywords

concurrent methods

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nonlinear elasticity

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probabilistic learning

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random media

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surrogates

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uncertainty quantification

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MaRDI profile type

MaRDI publication profile

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full work available at URL

https://doi.org/10.1016/j.cma.2024.116837

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cites work

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Probabilistic learning on manifolds (PLoM) with partition

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Probabilistic learning and updating of a digital twin for composite material systems

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Data-driven probability concentration and sampling on manifold

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Spatially-dependent material uncertainties in anisotropic nonlinear elasticity: stochastic modeling, identification, and propagation

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Self-consistent clustering analysis: an efficient multi-scale scheme for inelastic heterogeneous materials

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On the statistical dependence for the components of random elasticity tensors exhibiting material symmetry properties

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A Mathematical Theory of Communication

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Multi‐scale constitutive modelling of heterogeneous materials with a gradient‐enhanced computational homogenization scheme

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COMPUTATION OF SOBOL INDICES IN GLOBAL SENSITIVITY ANALYSIS FROM SMALL DATA SETS BY PROBABILISTIC LEARNING ON MANIFOLDS

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A random field model for anisotropic strain energy functions and its application for uncertainty quantification in vascular mechanics

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A Neural Network Approach for Homogenization of Multiscale Problems

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Updating an uncertain and expensive computational model in structural dynamics based on one single target FRF using a probabilistic learning tool

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A multilevel finite element method (FE\(^{2}\)) to describe the response of highly nonlinear structures using generalized continua.

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Non-Gaussian positive-definite matrix-valued random fields for elliptic stochastic partial differential operators

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Geometric diffusions as a tool for harmonic analysis and structure definition of data: Diffusion maps

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Non-linear anisotropic elasticity for real-time surgery simulation

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Identifiers

DOI

10.1016/j.cma.2024.116837

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Mathematics Subject Classification ID

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Sitelinks

Mathematics(1 entry)

mardi Publication:6125499