Principal component analysis and sparse polynomial chaos expansions for
global sensitivity analysis and model calibration: application to urban
drainage simulation

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Principal component analysis and sparse polynomial chaos expansions for global sensitivity analysis and model calibration: application to urban drainage simulation

11 September 2017

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Papers citing "Principal component analysis and sparse polynomial chaos expansions for global sensitivity analysis and model calibration: application to urban drainage simulation"

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Title
Fast pick-freeze estimation of Sobol' sensitivity maps using basis expansions Yuri Sao Olivier Roustant Geraldo de Freitas Maciel 108 0 0 11 Dec 2024
Discovering deposition process regimes: leveraging unsupervised learning for process insights, surrogate modeling, and sensitivity analysis Geremy Loachamín Suntaxi Paris Papavasileiou E. D. Koronaki Dimitrios G. Giovanis G. Gakis ... M. Kathrein Gabriele Pozzetti Christoph Czettl Stéphane P. A. Bordas A. Boudouvis 43 0 0 24 May 2024
Polynomial Chaos Surrogate Construction for Random Fields with Parametric Uncertainty Joy N. Mueller K. Sargsyan Craig J. Daniels H. Najm 40 0 0 01 Nov 2023
Lasso Monte Carlo, a Variation on Multi Fidelity Methods for High Dimensional Uncertainty Quantification Arnau Albà R. Boiger D. Rochman Andreas Adelmann 56 1 0 07 Oct 2022
A spectral surrogate model for stochastic simulators computed from trajectory samples Nora Lüthen S. Marelli Bruno Sudret 23 18 0 12 Jul 2022
Consistency regularization-based Deep Polynomial Chaos Neural Network Method for Reliability Analysis Xiaohu Zheng Wen Yao Yunyang Zhang Xiaoya Zhang 58 19 0 29 Mar 2022
Interoperability and computational framework for simulating open channel hydraulics: application to sensitivity analysis and calibration of Gironde Estuary model C. Goeury Yoann Audouin F. Zaoui 56 9 0 12 Dec 2020
Physically interpretable machine learning algorithm on multidimensional non-linear fields Rem-Sophia Mouradi C. Goeury O. Thual F. Zaoui P. Tassi OOD 23 7 0 28 May 2020
Bayesian calibration and sensitivity analysis of heat transfer models for fire insulation panels Paul Wagner R. Fahrni Michael Klippel A. Frangi Bruno Sudret 33 26 0 16 Sep 2019