Bayesian optimization using deep Gaussian processes with applications to aerospace system design

OpenMDAO: an open-source framework for multidisciplinary design, analysis, and optimization

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Adaptive modeling strategy for constrained global optimization with application to aerodynamic wing design

(2019) N. Bartoli et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Efficient global optimization for high-dimensional constrained problems by using the Kriging models combined with the partial least squares method

(2018) Mohamed Amine Bouhlel et al.   ENGINEERING OPTIMIZATION

Warped Gaussian Processes and Derivative-Based Sequential Designs for Functions with Heterogeneous Variations

(2018) Sébastien Marmin et al.   SIAM-ASA Journal on Uncertainty Quantification

Taking the Human Out of the Loop: A Review of Bayesian Optimization

(2016) Bobak Shahriari et al.   PROCEEDINGS OF THE IEEE

Local Gaussian Process Approximation for Large Computer Experiments

(2015) Robert B. Gramacy et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Deep learning

(2015) Yann LeCun et al.   NATURE

A benchmark of kriging-based infill criteria for noisy optimization

(2013) Victor Picheny et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Infill sampling criteria for surrogate-based optimization with constraint handling

(2012) J. M. Parr et al.   ENGINEERING OPTIMIZATION

Efficient global optimization algorithm assisted by multiple surrogate techniques

(2012) Felipe A. C. Viana et al.   JOURNAL OF GLOBAL OPTIMIZATION

Non-stationary kriging for design optimization

(2011) D. J.J. Toal et al.   ENGINEERING OPTIMIZATION

Differential Evolution Algorithm With Strategy Adaptation for Global Numerical Optimization

(2008) A.K. Qin et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

Bayesian Treed Gaussian Process Models With an Application to Computer Modeling

(2008) Robert B Gramacy et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Stationarity Is Dead: Whither Water Management?

(2008) P. C. D. Milly et al.   SCIENCE

ORBIT: Optimization by Radial Basis Function Interpolation in Trust-Regions

(2008) Stefan M. Wild et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING