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There is not any noticeable technique for manually alter the trained LSTM levels to compensate these time-scale variations. The LSTM levels from the resource design essentially suits a similar time scale as J-TEXT, but doesn't match the same time scale as EAST. The outcome exhibit the LSTM layers are set to time scale in J-TEXT when education on J-Textual content and they are not well suited for fitting an extended time scale in the EAST tokamak.
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The bottom levels which happen to be nearer for the inputs (the ParallelConv1D blocks within the diagram) are frozen along with the parameters will remain unchanged at further tuning the product. The layers which aren't frozen (the higher layers which are closer for the output, lengthy short-expression memory (LSTM) layer, and also the classifier built up of completely related layers during the diagram) is going to be further qualified While using the twenty EAST discharges.