the ability of ANN to do the same work as Design of experiments?

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Hi, I'm asking for the ability of ANN to do the same work of Design of experiments without introducing terms of interactions for a full factorial design.How can i choose parameters of this network ( hidden layer, nbr of neurons ..) Thank you

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