Douglas Allaire

Multifidelity Optimization using Statistical Surrogate Modeling for Non-Hierarchical Information Sources

Rémi Lam, Douglas Allaire, Karen Willcox · 56th AIAA/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference · 2015 · 93 citations

Air Force, Scientific Research, Engineering +11

Bayesian optimization with active learning of design constraints using an entropy-based approach

Danial Khatamsaz, Brent Vela, Prashant Singh et al. · npj Computational Materials · 2023 · 93 citations · Full text

Multi-objective materials bayesian optimization with active learning of design constraints: Design of ductile refractory multi-principal-element alloys

Danial Khatamsaz, Brent Vela, Prashant Singh et al. · Acta Materialia · 2022 · 90 citations · Full text

Materials Science, Model Optimization, Engineering +11

Surrogate Modeling for Uncertainty Assessment with Application to Aviation Environmental System Models

Douglas Allaire, Karen Willcox · AIAA Journal · 2010 · 87 citations

Engineering, Uncertainty Formalism, Uncertainty Modeling +20

MFBO-SSM: Multi-Fidelity Bayesian Optimization for Fast Inference in State-Space Models

Mahdi Imani, Seyede Fatemeh Ghoreishi, Douglas Allaire et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2019 · 66 citations · Full text

Engineering, Machine Learning, Multi-fidelity Bayesian Optimization +18