Along with the database established and proven, normalization is executed to eliminate the numerical variations among diagnostics, also to map the inputs to an ideal variety to aid the initialization on the neural community. In accordance with the outcomes by J.X. Zhu et al.19, the efficiency of deep neural community is simply weakly depending on the normalization parameters given that all inputs are mapped to suitable range19. So the normalization procedure is done independently for both tokamaks. As for the two datasets of EAST, the normalization parameters are calculated individually according to diverse schooling sets. The inputs are normalized While using the z-rating system, which ( X _ rm norm =frac X- rm necessarily mean (X) rm std (X) ).

“¥”既作为人民币的书写符号，又代表人民币的币制，还表示人民币的单位“元”。在经济往来和会计核算中用阿拉伯数字填写金额时，在金额首位之前加一个“¥”符号，既可防止在金额前填加数字，又可表明是人民币的金额数量。由于“¥”本身表示人民币的单位，所以，凡是在金额前加了“¥”符号的，金额后就不需要再加“元”字。

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金币号顾名思义就是有很多金币的账号，玩家买过来以后，大号摆摊卖东西(一般是比较难出但是价格又高�?，然后让金币号去买这些东西，这样就可以转金币了，金币号基本就是用来转金用的。

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We believe that the ParallelConv1D layers are designed to extract the element in just a body, which happens to be a time slice of one ms, when the LSTM levels concentrate much more on extracting the functions in a longer time scale, that is tokamak dependent.

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Inside our circumstance, the pre-trained model with the J-TEXT tokamak has by now been verified its success in extracting disruptive-relevant options on J-TEXT. To even further test its skill for predicting disruptions across tokamaks depending on transfer Mastering, a gaggle of numerical experiments is completed on a completely new focus on tokamak EAST. As compared to the J-TEXT tokamak, EAST contains a much larger sizing, and operates in constant-point out divertor configuration with elongation and triangularity, with Significantly better plasma general performance (see Dataset in Techniques).

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