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List of works by Stefano Marelli

A Global Sensitivity Analysis Framework for Hybrid Simulation with Stochastic Substructures

scientific article published in December 2021

A general framework for data-driven uncertainty quantification under complex input dependencies using vine copulas

scientific article published in January 2019

A global sensitivity analysis framework for hybrid simulation

scientific article published in January 2021

A spectral surrogate model for stochastic simulators computed from trajectory samples

scientific article published in March 2023

AK-PDEMi: A failure-informed enrichment algorithm for improving the AK-PDEM in reliability analysis

scientific article published in 2022

AUTOMATIC SELECTION OF BASIS-ADAPTIVE SPARSE POLYNOMIAL CHAOS EXPANSIONS FOR ENGINEERING APPLICATIONS

scientific article published in 2022

Active learning for structural reliability: Survey, general framework and benchmark

scientific article published in 2022

Active truncation of slender marine structures: Influence of the control system on fidelity

scientific article published in May 2018

An active-learning algorithm that combines sparse polynomial chaos expansions and bootstrap for structural reliability analysis

scientific article published in November 2018

Bayesian model inversion using stochastic spectral embedding

scientific article published in July 2021

Bayesian tomography using polynomial chaos expansion and deep generative networks

scientific article published on 18 January 2024

Bayesian tomography with prior-knowledge-based parametrization and surrogate modelling

scientific article published on 9 June 2022

Data-driven polynomial chaos expansion for machine learning regression

scholarly article

Determining Rice Growth Stage with X-Band SAR: A Metamodel Based Inversion

Determining Rice Growth Stage with X-Band SAR: A Metamodel Based Inversion

scientific article published on 10 May 2017

Development of Probabilistic Dam Breach Model Using Bayesian Inference

Development of Probabilistic Dam Breach Model Using Bayesian Inference

scientific article published in July 2018

EXTENDING CLASSICAL SURROGATE MODELING TO HIGH DIMENSIONS THROUGH SUPERVISED DIMENSIONALITY REDUCTION: A DATA-DRIVEN APPROACH

scientific article published in 2020

Emulating the dynamics of complex systems using autoregressive models on manifolds (mNARX)

scientific article published in February 2024

Engineering analysis with probability boxes: A review on computational methods

scientific article published in November 2021

Euclid preparation: II. The EuclidEmulator – a tool to compute the cosmology dependence of the nonlinear matter power spectrum

scholarly article published 18 January 2019 in Monthly Notices of the Royal Astronomical Society

Euclid preparation: IX. EuclidEmulator2 – power spectrum emulation with massive neutrinos and self-consistent dark energy perturbations

scholarly article

GLOBAL SENSITIVITY ANALYSIS USING DERIVATIVE-BASED SPARSE POINCARÉ CHAOS EXPANSIONS

scientific article published in 2023

Global sensitivity analysis of 3D printed material with binder jet technology by using surrogate modeling and polynomial chaos expansion

scientific article published on 30 May 2023

Global sensitivity analysis of sand-based binder jet 3D printed material

scientific article published on 2 September 2022

Machine learning applied to simulations of collisions between rotating, differentiated planets

scientific article published in 2020

Metamodel-Based Sensitivity Analysis: Polynomial Chaos Expansions and Gaussian Processes

scientific article published in 2017

Metamodeling for Uncertainty Quantification of a Flood Wave Model for Concrete Dam Breaks

scientific article published on 17 July 2020

Probabilistic robust design of control systems for high-fidelity cyber–physical testing

scientific article published in March 2019

Rare event estimation using stochastic spectral embedding

scientific article published in May 2022

Reduced order surrogate modeling technique for linear dynamic systems

scientific article published in October 2018

STOCHASTIC SPECTRAL EMBEDDING

scientific article published in 2021

Seismic fragility analysis based on artificial ground motions and surrogate modeling of validated structural simulators

scientific article published on 23 March 2021

Sparse Polynomial Chaos Expansions: Literature Survey and Benchmark

scientific article published in January 2021

Sparse polynomial chaos expansions of frequency response functions using stochastic frequency transformation

scientific article published in April 2017

Surrogate models for uncertainty quantification: An overview

scientific article published in March 2017

Trade-Offs between Geographic Scale, Cost, and Infrastructure Requirements for Fully Renewable Electricity in Europe

scientific article published on 16 September 2020

Training of a Classifier for Structural Component Failure Based on Hybrid Simulation and Kriging

scientific article published in January 2022

Uncertainty quantification and global sensitivity analysis for economic models

scientific article published in 2019

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