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Analysis of Neural Network Combustion Surrogate Models

Casey, T.; Debusschere, Bert

This report details initial investigations of neural network surrogate models for combustion applications. The models are assessed with respect to averaged predictive fidelity over a test data set as well as with respect to the accuracy of resolving landmark statistics of interest, as a function of increasing training data volume.