The Good, the Bad and the Ugly: Augmenting a black-box model with expert knowledge

24 Jul 2019  ·  Raoul Heese, Michał Walczak, Lukas Morand, Dirk Helm, Michael Bortz ·

We address a non-unique parameter fitting problem in the context of material science. In particular, we propose to resolve ambiguities in parameter space by augmenting a black-box artificial neural network (ANN) model with two different levels of expert knowledge and benchmark them against a pure black-box model...

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