activity
20182026
most citedMulti-fidelity modeling with different input domain definitions using Deep Gaussian Processes

51 citations · 88 across the 7 of their papers we have counts for

collaborators

10 papers

math.OC2026

A Methodology for Integrating Life Cycle Assessment into a Multidisciplinary Design Analysis and Optimization Framework for Sustainable Launcher Development

Alice De Oliveira, Mathieu Balesdent, Loïc Brevault +1

The increasing number of orbital and sub-orbital launches makes it necessary to investigate the environmental impacts of launch vehicles and incorporate eco-design considerations i…

stat.ME2026

Active learning strategy for excursion-set confidence regions of functional simulator outputs

Lucas Brunel, Mathieu Balesdent, Loïc Brevault +2

Estimating excursion set confidence regions seeks to identify regions where a function may exceed some threshold with a given confidence level. This paper focuses on estimating suc…

cs.CE2024★ 18 cited

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

Lucas Brunel, Mathieu Balesdent, Loïc Brevault +2

Multi-fidelity surrogate models combining dimensionality reduction and an intermediate surrogate in the reduced space allow a cost-effective emulation of simulators with functional…

math.OC2023

Bayesian Quality-Diversity approaches for constrained optimization problems with mixed continuous, discrete and categorical variables

Loic Brevault, Mathieu Balesdent

Complex system design problems, such as those involved in aerospace engineering, require the use of numerically costly simulation codes in order to predict the performance of the s…

cs.LG2020★ 5 cited

Overview of Gaussian process based multi-fidelity techniques with variable relationship between fidelities

Loïc Brevault, Mathieu Balesdent, Ali Hebbal

The design process of complex systems such as new configurations of aircraft or launch vehicles is usually decomposed in different phases which are characterized for instance by th…

cs.LG2020★ 51 cited

Multi-fidelity modeling with different input domain definitions using Deep Gaussian Processes

Ali Hebbal, Loic Brevault, Mathieu Balesdent +2

Multi-fidelity approaches combine different models built on a scarce but accurate data-set (high-fidelity data-set), and a large but approximate one (low-fidelity data-set) in orde…