Density as well as the locked-manner-similar indicators also comprise a large amount of disruption-similar facts. In keeping with data, virtually all disruptions in J-TEXT are induced by locked modes and density limits, which aligns with the outcomes. However, the mirnov coils which evaluate magnetohydrodynamic (MHD)instabilities with higher frequencies are usually not contributing Substantially. This might be mainly because these instabilities will likely not bring about disruptions instantly. It is also demonstrated which the plasma current just isn't contributing A great deal, since the plasma present does not transform Significantly on J-Textual content.
As a way to validate if the model did seize common and customary designs between different tokamaks In spite of good distinctions in configuration and Procedure routine, and also to explore the part that every Portion of the design played, we more made additional numerical experiments as is demonstrated in Fig. six. The numerical experiments are created for interpretable investigation from the transfer model as is explained in Table three. In Every single circumstance, a unique Section of the product is frozen. Just in case one, The underside layers in the ParallelConv1D blocks are frozen. In the event two, all layers of the ParallelConv1D blocks are frozen. In the event 3, all levels in ParallelConv1D blocks, and also the LSTM layers are frozen.
The pc code that was utilized to make figures and review the data is obtainable within the corresponding writer upon reasonable ask for.
买的炉石号是换不了绑定身份证和手机的，当时店主跟我说那些是si体信息不换也没事。只能改密码换绑定邮箱
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When transferring the pre-educated product, Portion of the product is frozen. The frozen layers are generally the bottom of your neural network, as They are really deemed to extract basic characteristics. The parameters of your frozen levels will not update throughout instruction. The rest of the levels will not be frozen and are tuned with new data fed on the product. Because the dimensions of the info is quite little, the design is tuned at a Considerably lessen Studying rate of 1E-4 for 10 epochs to stay away from overfitting.
The results with the sensitivity Investigation are shown in Fig. three. The design classification efficiency implies the FFE has the capacity to extract crucial information and facts from J-TEXT details and has the opportunity to become transferred for the EAST tokamak.
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