Estimating gasoline performance in internal combustion engines with simulation metamodels

•Predictions of distinct gasoline effects on the behavior of an engine performance.•Metamodels were generated using radial basis functions and kriging techniques.•The “leave-one-out” cross-validation procedure was applied to select metamodels.•Most of the prediction residuals were lower than 3%. The...

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