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The configuration and Procedure regime hole involving J-Textual content and EAST is much bigger in comparison to the gap concerning those ITER-like configuration tokamaks. Facts and effects with regards to the numerical experiments are proven in Table 2.

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Table two The outcomes from the cross-tokamak disruption prediction experiments employing unique procedures and models.

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In order to validate if the design did seize common and customary patterns amid different tokamaks Despite fantastic dissimilarities in configuration and operation routine, in addition to to examine the role that each Component of the model performed, we further more created extra numerical experiments as is demonstrated in Fig. six. The numerical experiments are made for Check here interpretable investigation with the transfer model as is explained in Table three. In Every circumstance, another part of the model is frozen. Just in case one, the bottom layers on the ParallelConv1D blocks are frozen. In case two, all layers on the ParallelConv1D blocks are frozen. In case 3, all levels in ParallelConv1D blocks, along with the LSTM levels are frozen.

The underside layers that are closer into the inputs (the ParallelConv1D blocks inside the diagram) are frozen and the parameters will keep unchanged at additional tuning the product. The layers which are not frozen (the upper levels that are nearer to the output, prolonged short-expression memory (LSTM) layer, and the classifier designed up of entirely connected layers during the diagram) will likely be even further educated Along with the twenty EAST discharges.