51 citations · 90 across the 10 of their papers we have counts for
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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…
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…
Bayesian optimization of variable-size design space problems
Julien Pelamatti, Loic Brevault, Mathieu Balesdent +2
Within the framework of complex system design, it is often necessary to solve mixed variable optimization problems, in which the objective and constraint functions can depend simul…