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How We Solve the Weights in Our Surrogate Models Matters
Publisher: American Society of Mechanical Engineers (ASME)
Abstract: The construction of surrogate models, such as radial basis function (RBF) and Kriging-based surrogates, requires an invertible (square and full rank matrix) or pseudoinvertible (overdetermined) linear system to be solved. ...
Numerical Strategies to Reduce the Effect of Ill Conditioned Correlation Matrices and Underflow Errors in Kriging
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Kriging is used extensively as a metamodel in multidisciplinary design optimization. The correlation matrix used in Kriging metamodeling frequently becomes illconditioned. Therefore different numerical methods used to solve ...
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