Bi-fidelity approximation for uncertainty quantification and sensitivity analysis of irradiated particle-laden turbulence

DOI10.1016/j.jcp.2019.108996zbMath1453.76128arXiv1808.05742OpenAlexW2979165111MaRDI QIDQ2222797

Hillary R. Fairbanks, Lluís Jofre, Alireza Doostan, Gianluca Geraci, Gianluca Iaccarino

Publication date: 27 January 2021

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

Full work available at URL: https://arxiv.org/abs/1808.05742

zbMATH Keywords

low-rank approximationuncertainty quantificationbifidelity approximationnonintrusiveirradiated particle-laden turbulencepredictive computational science

Mathematics Subject Classification ID

Finite difference methods applied to problems in fluid mechanics (76M20) Particle methods and lattice-gas methods (76M28) Dusty-gas two-phase flows (76T15) Radiative heat transfer (80A21)

Related Items (6)

Pass-efficient methods for compression of high-dimensional turbulent flow data ⋮ Efficient derivative-free Bayesian inference for large-scale inverse problems ⋮ Probabilistic neural data fusion for learning from an arbitrary number of multi-fidelity data sets ⋮ A bi-fidelity ensemble Kalman method for PDE-constrained inverse problems in computational mechanics ⋮ When Bifidelity Meets CoKriging: An Efficient Physics-Informed MultiFidelity Method ⋮ Bi-fidelity reduced polynomial chaos expansion for uncertainty quantification

Uses Software

• SPGL1
• Kiva-2

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Compressive sampling of polynomial chaos expansions: convergence analysis and sampling strategies
• Further analysis of multilevel Monte Carlo methods for elliptic PDEs with random coefficients
• Multilevel Monte Carlo methods and applications to elliptic PDEs with random coefficients
• A non-adapted sparse approximation of PDEs with stochastic inputs
• A randomized algorithm for the decomposition of matrices
• Multi-level Monte Carlo finite element method for elliptic PDEs with stochastic coefficients
• Practical error bounds for a non-intrusive bi-fidelity approach to parametric/stochastic model reduction
• A multi level Monte Carlo method with control variate for elliptic PDEs with log-normal coefficients
• A low-rank control variate for multilevel Monte Carlo simulation of high-dimensional uncertain systems
• A scalable geometric multigrid solver for nonsymmetric elliptic systems with application to variable-density flows
• A model and variance reduction method for computing statistical outputs of stochastic elliptic partial differential equations
• Multifidelity importance sampling
• Stochastic simulation: Algorithms and analysis
• Settling of heated particles in homogeneous turbulence
• Modeling of Fine-Particle Formation in Turbulent Flames
• A Stochastic Collocation Algorithm with Multifidelity Models
• Wall accumulation and spatial localization in particle-laden wall flows
• Computational Aspects of Stochastic Collocation with Multifidelity Models
• Turbulent Dispersed Multiphase Flow
• Effect of finite boundaries on the Stokes resistance of an arbitrary particle
• Equation of motion for a small rigid sphere in a nonuniform flow
• Multilevel Monte Carlo Path Simulation
• A multilevel approach to control variates
• Steady three-dimensional thermocapillary flows and dryout inside a V-shaped wedge
• Multi-Level Adaptive Solutions to Boundary-Value Problems
• Large eddy simulation of particle-laden turbulent channel flow
• P<scp>ARTICLE</scp>-T<scp>URBULENCE</scp> I<scp>NTERACTIONS IN</scp> A<scp>TMOSPHERIC</scp> C<scp>LOUDS</scp>
• A Multigrid Tutorial, Second Edition
• Liquid Jet Instability and Atomization in a Coaxial Gas Stream
• Survey of Multifidelity Methods in Uncertainty Propagation, Inference, and Optimization
• The Wiener--Askey Polynomial Chaos for Stochastic Differential Equations
• Efficient Algorithms for Computing a Strong Rank-Revealing QR Factorization
• Predicting the output from a complex computer code when fast approximations are available
• On the Compression of Low Rank Matrices
• High-Order Collocation Methods for Differential Equations with Random Inputs
• Drag of a heated sphere at low Reynolds numbers in the absence of buoyancy
• Global sensitivity indices for nonlinear mathematical models and their Monte Carlo estimates

This page was built for publication: Bi-fidelity approximation for uncertainty quantification and sensitivity analysis of irradiated particle-laden turbulence