We built the deep Understanding-primarily based FFE neural network framework dependant on the understanding of tokamak diagnostics and fundamental disruption physics. It is tested the chance to extract disruption-linked styles competently. The FFE supplies a foundation to transfer the model on the target area. Freeze & fantastic-tune parameter-dependent transfer Understanding system is applied to transfer the J-Textual content pre-properly trained model to a bigger-sized tokamak with a handful of focus on knowledge. The strategy enormously improves the functionality of predicting disruptions in long run tokamaks when compared with other approaches, such as occasion-centered transfer Understanding (mixing target and existing information collectively). Understanding from present tokamaks is usually efficiently applied to long run fusion reactor with distinct configurations. Having said that, the strategy continue to requirements further more enhancement to get applied directly to disruption prediction in foreseeable future tokamaks.

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To be able to validate if the product did capture common and common designs between distinct tokamaks Despite having great discrepancies in configuration and Procedure regime, together with to explore the position that every Section of the product played, we more created extra numerical experiments as is bihao shown in Fig. 6. The numerical experiments are designed for interpretable investigation with the transfer model as is explained in Desk three. In Each individual circumstance, a special Section of the design is frozen. In the event one, the bottom levels of your ParallelConv1D blocks are frozen. In case two, all levels with the ParallelConv1D blocks are frozen. In the event that three, all levels in ParallelConv1D blocks, as well as the LSTM layers are frozen.

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The pc code that was utilized to generate figures and review the data is out there in the corresponding writer on fair request.

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“¥”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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