Compound Parameterization for a Quality Control of Outliers and Larger Errors in Neural Network Emulations of Model Physics

摘要

Development of neural network (NN) emulations depends significantly on our ability to generate a representative training set. Because of high dimensionality of the input domain that is in the order of several hundreds or more, it is rather difficult to co