Bruno Sudret

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Full professor

ETH Zürich

Switzerland

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About

Bruno Sudret is a Full Professor at ETH Zurich, Switzerland. His research areas include surrogate modeling, uncertainty quantification, and the assessment of structural dynamics, as evidenced by his recent publications on functional nonlinear autoregressive models and seismic fragility assessment. He also focuses on innovative methodologies for designing crashworthy systems and global sensitivity analysis in various engineering applications.

Recent Grants

Grant: Close

“Programming for Engineers”: a redesigned informatics course for civil engineering students

Open Date: 2022-01-01

Close Date: 2024-12-01

Grant: Close

European Training Network on Grey-Box Models for Safe and Reliable Intelligent Mobility Systems (GREYDIENT)

Open Date: 2021-01-01

Close Date: 2024-12-01

Grant: Close

Web-platform for teaching Structural Mechanics

Open Date: 2021-01-01

Close Date: 2022-08-01

Grant: Close

HIghly advanced Probabilistic design and Enhanced Reliability methods for high-value, cost-efficient offshore WIND (HIPERWIND)

Open Date: 2020-12-01

Close Date: 2024-05-01

Grant: Close

SurrogAte Modelling for stOchastic Simulators (SAMOS)

Open Date: 2018-04-01

Close Date: 2022-03-01

Articles (17)

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2022

Collaborators (6)

Oreste Bursi

Professor

University of Trento

ITALY

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nicolas saintier

Head Mechanics Of Solids Departement

Arts et Métiers ParisTech - Centre de Lille

FRANCE

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Marco Broccardo

Professor Associate

Università degli Studi di Torino

ITALY

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Stefano Marelli

Senior Research Associate, Lecturer

ETH Zürich

SWITZERLAND

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Alexander Hollberg

Associate Professor

Chalmers University of Technology

SWEDEN

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Fabian Duddeck

Associate Professor for Computational Mechanics

Ludwig-Maximilians-Universität München

GERMANY

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Bruno Sudret

Research Interests

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About

Recent Grants

Articles (17)

UQ state-dependent framework for seismic fragility assessment of industrial components

Identification of Crashworthy Designs Combining Active Learning and the Solution Space Methodology

Surrogate modeling with functional nonlinear autoregressive models (F-NARX)

A survey on multi-fidelity surrogates for simulators with functional outputs: Unified framework and benchmark

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

Strategies for robust renovation of residential buildings in Switzerland

Maximum a posteriori estimation for linear structural dynamics models using Bayesian optimization with rational polynomial chaos expansions

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

A spectral surrogate model for stochastic simulators computed from trajectory samples

GLOBAL SENSITIVITY ANALYSIS USING DERIVATIVE-BASED SPARSE POINCARÉ CHAOS EXPANSIONS

How is a global sensitivity analysis of a catchment-scale, distributed pesticide transfer model performed? Application to the PESHMELBA model

Learning non-stationary and discontinuous functions using clustering, classification and Gaussian process modelling

Seismic fragility analysis using stochastic polynomial chaos expansions

Statistical study of the size and spatial distribution of defects in a cast aluminium alloy for the low fatigue life assessment

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

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

Rare event estimation using stochastic spectral embedding

Collaborators (6)

Oreste Bursi

nicolas saintier

Marco Broccardo

Stefano Marelli

Alexander Hollberg

Fabian Duddeck

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