Sparse Polynomial Chaos Expansions via Compressed Sensing and D-optimal Design

29 December 2017

Papers citing "Sparse Polynomial Chaos Expansions via Compressed Sensing and D-optimal Design"

13 / 13 papers shown

Title
On Fractional Moment Estimation from Polynomial Chaos Expansion Lukávs Novák Marcos Valdebenito Matthias Faes 81 6 0 04 Mar 2024
Polynomial Chaos Expansions on Principal Geodesic Grassmannian Submanifolds for Surrogate Modeling and Uncertainty Quantification Dimitris G. Giovanis Dimitrios Loukrezis Ioannis G. Kevrekidis Michael D. Shields 128 5 0 30 Jan 2024
Active Learning-based Domain Adaptive Localized Polynomial Chaos Expansion Lukás Novák Michael D. Shields Václav Sadílek M. Vořechovský 68 9 0 31 Jan 2023
Sensitivity-enhanced generalized polynomial chaos for efficient uncertainty quantification Kyriakos D. Kantarakias G. Papadakis 29 9 0 30 Jun 2022
Consistency regularization-based Deep Polynomial Chaos Neural Network Method for Reliability Analysis Xiaohu Zheng Wen Yao Yunyang Zhang Xiaoya Zhang 85 20 0 29 Mar 2022
On efficient algorithms for computing near-best polynomial approximations to high-dimensional, Hilbert-valued functions from limited samples Ben Adcock Simone Brugiapaglia N. Dexter S. Moraga 132 11 0 25 Mar 2022
On the influence of over-parameterization in manifold based surrogates and deep neural operators Katiana Kontolati S. Goswami Michael D. Shields George Karniadakis 146 44 0 09 Mar 2022
Deep Adaptive Arbitrary Polynomial Chaos Expansion: A Mini-data-driven Semi-supervised Method for Uncertainty Quantification Wen Yao Xiaohu Zheng Jun Zhang Ning Wang Guijian Tang 92 35 0 22 Jul 2021
Bi-fidelity Reduced Polynomial Chaos Expansion for Uncertainty Quantification F. Newberry Jerrad Hampton K. Jansen Alireza Doostan 50 6 0 15 Apr 2021
Automatic selection of basis-adaptive sparse polynomial chaos expansions for engineering applications Nora Lüthen S. Marelli Bruno Sudret 173 31 0 10 Sep 2020
Optimal Bayesian experimental design for subsurface flow problems Alexander Tarakanov A. Elsheikh 73 10 0 10 Aug 2020
Sparse Polynomial Chaos Expansions: Literature Survey and Benchmark Nora Lüthen S. Marelli Bruno Sudret 169 171 0 04 Feb 2020
Variance-based sensitivity analysis for time-dependent processes A. Alexanderian P. Gremaud Ralph C. Smith 121 54 0 21 Nov 2017