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Therefore, it is the best follow to freeze all levels during the ParallelConv1D blocks and only wonderful-tune the LSTM layers and the classifier without unfreezing the frozen layers (circumstance two-a, plus the metrics are shown in case two in Table two). The layers frozen are deemed able to extract normal functions throughout tokamaks, although The remainder are thought to be tokamak unique.
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There's no evident technique for manually change the educated LSTM layers to compensate these time-scale variations. The LSTM layers from your supply design essentially fits the identical time scale as J-Textual content, but won't match a similar time scale as EAST. The results exhibit the LSTM levels are preset to time scale in J-Textual content when teaching on J-Textual content and so are not well suited for fitting a longer time scale within the EAST tokamak.
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