Surrogate modeling for the homogenization of elastoplastic composites based on RBF interpolation (Q6096506)

scientific article; zbMATH DE number 7736361

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English	Surrogate modeling for the homogenization of elastoplastic composites based on RBF interpolation	scientific article; zbMATH DE number 7736361

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instance of

scholarly article

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title

Surrogate modeling for the homogenization of elastoplastic composites based on RBF interpolation (English)

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Computer Methods in Applied Mechanics and Engineering

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publication date

12 September 2023

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zbMATH Keywords

surrogate model

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RBF interpolation

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homogenization

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multiscale analysis

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elastoplasticity

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localization

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MaRDI profile type

MaRDI publication profile

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Non-homogeneous media and vibration theory

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Q3331073

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Q4189539

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Homogenization and Two-Scale Convergence

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Q3789147

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Homogenized constitutive law for a partially cohesive composite material

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Homogenization and damage for composite structures

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Preprocessing and postprocessing for materials based on the homogenization method with adaptive finite element methods

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A hardening orthotropic plasticity model for non‐frictional composites: Rate formulation and integration algorithm

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Multiscale methods for composites: A review

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Multi-scale computational homogenization: trends and challenges

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A class of general algorithms for multi-scale analyses of heterogeneous media

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Two-scale kinematics and linearization for simultaneous two-scale analysis of periodic heterogeneous solids at finite strain.

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\(FE^2\) multiscale approach for modelling the elastoviscoplastic behaviour of long fibre SiC/Ti composite materials

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Simulation of the multi-scale convergence in computational homogenization approaches

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A method of two-scale analysis with micro-macro decoupling scheme: application to hyperelastic composite materials

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Two-stage data-driven homogenization for nonlinear solids using a reduced order model

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The reduced model multiscale method (R3M) for the nonlinear homogenization of hyperelastic media at finite strains

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An overview of the proper generalized decomposition with applications in computational rheology

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Eigendeformation-based reduced order homogenization for failure analysis of heterogeneous materials

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Reduced basis hybrid computational homogenization based on a mixed incremental formulation

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Nonuniform transformation field analysis

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Accelerating multiscale finite element simulations of history-dependent materials using a recurrent neural network

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A recurrent neural network-accelerated multi-scale model for elasto-plastic heterogeneous materials subjected to random cyclic and non-proportional loading paths

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Physically recurrent neural networks for path-dependent heterogeneous materials: embedding constitutive models in a data-driven surrogate

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Multivariate cardinal interpolation with radial-basis functions

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Q4772777

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Ridge Regression: Biased Estimation for Nonorthogonal Problems

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Numerical differentiation for local and global tangent operators in computational plasticity

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Unsupervised discovery of interpretable hyperelastic constitutive laws

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Q4066417

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Differential evolution -- a simple and efficient heuristic for global optimization over continuous spaces

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A Comparison of Three Methods for Selecting Values of Input Variables in the Analysis of Output from a Computer Code

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A machine learning based plasticity model using proper orthogonal decomposition

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Modular machine learning-based elastoplasticity: generalization in the context of limited data

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A new family of constitutive artificial neural networks towards automated model discovery

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\(\mathrm{FE^{ANN}}\): an efficient data-driven multiscale approach based on physics-constrained neural networks and automated data mining

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Identifiers

DOI

10.1016/j.cma.2023.116282

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Mathematics Subject Classification ID

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Sitelinks

Mathematics(1 entry)

mardi Publication:6096506