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While using the database decided and founded, normalization is executed to reduce the numerical dissimilarities between diagnostics, and also to map the inputs to an suitable assortment to facilitate the initialization of the neural community. In accordance with the effects by J.X. Zhu et al.19, the general performance of deep neural network is barely weakly depending on the normalization parameters providing all inputs are mapped to acceptable range19. Consequently the normalization course of action is done independently for the two tokamaks. As for the two datasets of EAST, the normalization parameters are calculated individually Based on different schooling sets. The inputs are normalized While using the z-rating technique, which ( X _ rm norm =frac X- rm mean (X) rm std (X) ).
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