Evaluation of convergence behavior of metamodeling techniques for bridging scales in multi-scale multimaterial simulation

DOI10.1016/j.jcp.2015.03.043zbMath1349.76857OpenAlexW2071468675MaRDI QIDQ350034

Oishik Sen, H. S. Udaykumar, Sean Davis, Gustaaf B. Jacobs

Publication date: 5 December 2016

Published in: Journal of Computational Physics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.jcp.2015.03.043

zbMATH Keywords

radial basis functionsartificial neural networksLESDNSmulti-scalestochastic collocationEulerian-Lagrangianparticle drag model

Mathematics Subject Classification ID

Direct numerical and large eddy simulation of turbulence (76F65) Dusty-gas two-phase flows (76T15)

Related Items (7)

GINNs: graph-informed neural networks for multiscale physics ⋮ A sharp interface Cartesian grid method for viscous simulation of shocked particle-laden flows ⋮ A three-dimensional prediction method of stiffness properties of composites based on deep learning ⋮ Two-way coupled cloud-in-cell modeling of non-isothermal particle-laden flows: A subgrid particle-averaged Reynolds stress-equivalent (SPARSE) formulation ⋮ Accelerated scale bridging with sparsely approximated Gaussian learning ⋮ A sharp-interface method for the simulation of shock-induced vaporization of droplets ⋮ SPARSE—A subgrid particle averaged Reynolds stress equivalent model: testing witha prioriclosure

Uses Software

• Matlab
• DACE

Cites Work

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• Knowledge incorporation in evolutionary computation
• A high-order WENO-Z finite difference based particle-source-in-cell method for computation of particle-laden flows with shocks
• An adaptive hierarchical sparse grid collocation algorithm for the solution of stochastic differential equations
• Shock wave interaction with a cloud of particles
• Observations on the behavior of radial basis function approximations near boundaries
• Compactly supported positive definite radial functions
• Piecewise polynomial, positive definite and compactly supported radial functions of minimal degree
• High dimensional polynomial interpolation on sparse grids
• Multiscale modeling of concrete. From mesoscale to macroscale
• Stable Evaluation of Gaussian Radial Basis Function Interpolants
• Multiscale prediction of crack density and crack length accumulation in trabecular bone based on neural networks and finite element simulation
• Two-phase modeling of deflagration-to-detonation transition in granular materials: A critical examination of modeling issues
• Two-phase modeling of deflagration-to-detonation transition in granular materials: Reduced equations
• Pitfalls of using a single criterion for selecting experimental designs
• A Stable Algorithm for Flat Radial Basis Functions on a Sphere
• Large Sample Properties of Simulations Using Latin Hypercube Sampling
• Meshless Methods and Their Numerical Properties
• Numerical Simulation of Dense Gas-Solid Fluidized Beds: A Multiscale Modeling Strategy
• High-Order Collocation Methods for Differential Equations with Random Inputs
• Metamodels for computer-based engineering design: Survey and recommendations

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