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- W3040985502 abstract "Metamodels are effective for providing fast-running surrogate approximations of product or system performance. Because these approximations are generally based on continuous functions, they can provide poor ts of discontinuous response functions. Many engineeringmodels produce functions that are only piecewise continuous, due to changes in modes of behavior or other state variables.Theuse of a state-selecting metamodeling approach that provides an accurate approximation for piecewise continuous responses is investigated. The proposed approach is applied to a desk lamp performance model. Three types of metamodels, quadratic polynomials, spatial correlation (kriging) models, and radial basis functions, and ve types of experimental designs, full factorial designs, D-best Latin hypercube designs, fractional Latin hypercubes, Hammersley sampling sequences, and uniform designs, are compared based on three error metrics computed over the design space. The state-selecting metamodeling approach outperforms a combined metamodeling approach in this example, and radial basis functions perform well for metamodel construction." @default.
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- W3040985502 date "2001-01-01" @default.
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- W3040985502 title "Metamodeling of combined discrete/continuous responses" @default.
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- W3040985502 doi "https://doi.org/10.2514/3.14954" @default.
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