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Machine Learning for Engineers: Using Data to Solve Problems for Physical Systems

McClarren, Ryan G

1st Edition 2021, 2021

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Uncertainty Quantification and Predictive Computational Science: A Foundation for Physical Scientists and Engineers

McClarren, Ryan G

1st ed. 2018., 2018

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Robust and accurate filtered spherical harmonics expansions for radiative transfer

Journal of computational physics, 2010-08, Vol.229 (16), p.5597-5614

2010

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A low-rank method for two-dimensional time-dependent radiation transport calculations

Journal of computational physics, 2020-11, Vol.421, p.109735, Article 109735

2020

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A high-order/low-order (HOLO) algorithm for preserving conservation in time-dependent low-rank transport calculations

Journal of computational physics, 2021-12, Vol.447, p.110672, Article 110672

2021

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Computational Nuclear Engineering and Radiological Science Using Python

McClarren, Ryan

1, 2017

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Filtered stochastic Galerkin methods for hyperbolic equations

Journal of computational physics, 2020-02, Vol.403, p.109073, Article 109073

2020

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Transfer learning as a method to reproduce high-fidelity non-local thermodynamic equilibrium opacities in simulations

Journal of plasma physics, 2023-02, Vol.89 (1), Article 895890103

2023

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Deep Neural Network Initialization With Decision Trees

IEEE transaction on neural networks and learning systems, 2019-05, Vol.30 (5), p.1286-1295

2019

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New self-similar radiation-hydrodynamics solutions in the high-energy density, equilibrium diffusion limit

New journal of physics, 2013-09, Vol.15 (9), p.95013-17

2013

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Data-driven acceleration of thermal radiation transfer calculations with the dynamic mode decomposition and a sequential singular value decomposition

Journal of computational physics, 2022-01, Vol.448 (C), p.110756, Article 110756

2022

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Neural network-based inverse model for diffuse reflectance spectroscopy

Biomedical optics express, 2023-09, Vol.14 (9), p.4725-4738

2023

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Two-Group Radiative Transfer Benchmarks for the Non-Equilibrium Diffusion Model

Journal of computational and theoretical transport, 2021-11, Vol.50 (6-7), p.583-597

McClarren, Ryan G.

2021

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Benchmarks for Infinite Medium, Time Dependent Transport Problems with Isotropic Scattering

Journal of computational and theoretical transport, 2022-08, Vol.51 (4), p.205-221

2022

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Semi-implicit Hybrid Discrete HNT Approximation of Thermal Radiative Transfer

Journal of scientific computing, 2022, Vol.90 (1), p.2

2022

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Asymptotic diffusion limit of cell temperature discretisation schemes for thermal radiation transport

Journal of computational physics, 2015-04, Vol.286, p.214-235

2015

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A modified implicit Monte Carlo method for time-dependent radiative transfer with adaptive material coupling

Journal of computational physics, 2009-09, Vol.228 (16), p.5669-5686

2009

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Globally Conservative, Hybrid Self-Adjoint Angular Flux and Least-Squares Method Compatible with Voids

Nuclear science and engineering, 2017-02, Vol.185 (2), p.294-306

2017

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On solutions to the Pn equations for thermal radiative transfer

Journal of computational physics, 2008-02, Vol.227 (5), p.2864-2885

2008

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Parameter inference with deep jointly informed neural networks

Statistical analysis and data mining, 2019-12, Vol.12 (6), p.496-504

2019

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Approximate One-Dimensional Models for Monoenergetic Neutral Particle Transport in Ducts with Wall Migration

Journal of computational and theoretical transport, 2017-06, Vol.46 (4), p.242-257

2017

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Mathematical and Numerical Validation of the Simplified Spherical Harmonics Approach for Time-Dependent Anisotropic-Scattering Transport Problems in Homogeneous Media

Journal of computational and theoretical transport, 2017-07, Vol.46 (5), p.366-378

2017

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Semi-analytic benchmark for multi-group free-gas Legendre moments and the application of Gauss quadrature in generating thermal scattering Legendre moments

Annals of nuclear energy, 2015-11, Vol.85 (C), p.1131-1140

2015

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Semi-implicit time integration for PN thermal radiative transfer

Journal of computational physics, 2008-08, Vol.227 (16), p.7561-7586

2008

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A Collision-Based Hybrid Method for Time-Dependent, Linear, Kinetic Transport Equations

Multiscale modeling & simulation, 2013-01, Vol.11 (4), p.1197-1227

2013

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Machine Learning for Engineers: Using Data to Solve Problems for Physical Systems

Uncertainty Quantification and Predictive Computational Science: A Foundation for Physical Scientists and Engineers

Robust and accurate filtered spherical harmonics expansions for radiative transfer

A low-rank method for two-dimensional time-dependent radiation transport calculations

A high-order/low-order (HOLO) algorithm for preserving conservation in time-dependent low-rank transport calculations

Computational Nuclear Engineering and Radiological Science Using Python

Filtered stochastic Galerkin methods for hyperbolic equations

Transfer learning as a method to reproduce high-fidelity non-local thermodynamic equilibrium opacities in simulations

Deep Neural Network Initialization With Decision Trees

New self-similar radiation-hydrodynamics solutions in the high-energy density, equilibrium diffusion limit

Data-driven acceleration of thermal radiation transfer calculations with the dynamic mode decomposition and a sequential singular value decomposition

Neural network-based inverse model for diffuse reflectance spectroscopy

Two-Group Radiative Transfer Benchmarks for the Non-Equilibrium Diffusion Model

Benchmarks for Infinite Medium, Time Dependent Transport Problems with Isotropic Scattering

Semi-implicit Hybrid Discrete HNT Approximation of Thermal Radiative Transfer

Asymptotic diffusion limit of cell temperature discretisation schemes for thermal radiation transport

A modified implicit Monte Carlo method for time-dependent radiative transfer with adaptive material coupling

Globally Conservative, Hybrid Self-Adjoint Angular Flux and Least-Squares Method Compatible with Voids

On solutions to the Pn equations for thermal radiative transfer

Parameter inference with deep jointly informed neural networks

Approximate One-Dimensional Models for Monoenergetic Neutral Particle Transport in Ducts with Wall Migration

Mathematical and Numerical Validation of the Simplified Spherical Harmonics Approach for Time-Dependent Anisotropic-Scattering Transport Problems in Homogeneous Media

Semi-analytic benchmark for multi-group free-gas Legendre moments and the application of Gauss quadrature in generating thermal scattering Legendre moments

Semi-implicit time integration for PN thermal radiative transfer

A Collision-Based Hybrid Method for Time-Dependent, Linear, Kinetic Transport Equations

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