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An average disruptive discharge with tearing mode of J-Textual content is demonstrated in Fig. four. Determine 4a displays the plasma existing and 4b displays the relative temperature fluctuation. The disruption happens at all around 0.22 s which the crimson dashed line indicates. And as is proven in Fig. 4e, file, a tearing manner takes place from the start with the discharge and lasts until eventually disruption. Given that the discharge proceeds, the rotation speed of your magnetic islands little by little slows down, which can be indicated because of the frequencies of the poloidal and toroidal Mirnov alerts. According to the studies on J-Textual content, 3~5 kHz is a standard frequency band for m/n�? two/1 tearing mode.“¥”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”，同时也是中国货币的符号。“¥”符号的产生要追溯到民国时期。
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An gathered share of disruption predicted versus warning time is proven in Fig. 2. All disruptive discharges are correctly predicted without having considering tardy and early alarm, even though the SAR reached 92.seventy three%. To further more achieve physics insights and to investigate exactly what the model is Finding out, a sensitivity Assessment is applied by retraining the model with just one or several indicators of exactly the same kind overlooked at a time.
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To be able to validate whether or not the model did capture standard and common designs among distinct tokamaks even with fantastic distinctions in configuration and Procedure regime, in addition to to check out the job that each Element of the model performed, we even further built additional numerical experiments as is shown in Fig. 6. The numerical experiments are designed for interpretable investigation with the transfer product as is described in Table 3. In Every single case, a unique part of the model is frozen. In case 1, the bottom layers of your ParallelConv1D blocks are frozen. In the event two, all levels of your ParallelConv1D blocks are frozen. Just in case three, all layers in ParallelConv1D blocks, together with the LSTM layers are frozen.
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Density and also the locked-method-related indicators also comprise a large amount of disruption-relevant information. In accordance with studies, virtually all disruptions in J-TEXT are induced by locked modes and density restrictions, which aligns with the outcome. Nevertheless, the mirnov coils which evaluate magnetohydrodynamic (MHD)instabilities with larger frequencies are certainly not contributing A lot. This is most likely since these instabilities won't bring about disruptions specifically. It's also proven which the plasma recent will not be contributing much, because the plasma existing isn't going to alter Significantly on J-TEXT.