Concepedia

A data-driven Bayesian optimisation framework for the design and stacking sequence selection of increased notched strength laminates

T.R.C. Chuaqui, Andrew Rhead, Richard Butler, Carl Scarth

Composites Part B Engineering · 2021 · 32 citations · 44 references

Open access

Concepts

ComputingComputational EngineeringMaterials EngineeringBayesian Data AnalysisDesign OptimizationOptimizationBayesian Experimental DesignComposite Structure AnalysisDesign For StrengthStructural OptimizationStructural Performance AnalysisComposite Laminate DesignLaminate TheoryStacking Sequence DesignStrength OptimizationStructural Topology OptimizationUncertainty-aware Design Optimization

References

44

Equation of State Calculations by Fast Computing Machines

N. Metropolis, Arianna W. Rosenbluth, M. N. Rosenbluth et al. · The Journal of Chemical Physics · 1953 · 37.1K citations

Computing, Computer Engineering, Computer Science +9

Efficient Global Optimization of Expensive Black-Box Functions

Donald R. Jones, Matthias Schonlau, William J. Welch · Journal of Global Optimization · 1998 · 7.8K citations

Natural Sciences, Computer Science, Algorithms +10

Algorithms for hyper-parameter optimization

James Bergstra, Yoshua Bengio · 2011 · 3.2K citations · Full text

Computing, Computer Science, Algorithms +15

A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning

Eric Brochu, Vlad M. Cora, Nando de Freitas · arXiv (Cornell University) · 2010 · 2.2K citations · Full text

Business, Decision Sciences, Decision Theory +15

Chris Thornton, Frank Hutter, Holger H. Hoos et al. · 2013 · 1.3K citations

Computing, Computer Science, Algorithms +16