Everything about 币号网
Everything about 币号网
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Due to this fact, it is the greatest observe to freeze all levels during the ParallelConv1D blocks and only fine-tune the LSTM layers and also the classifier with out unfreezing the frozen layers (case two-a, and the metrics are proven in the event 2 in Table two). The levels frozen are deemed capable of extract normal capabilities across tokamaks, while The remainder are considered tokamak precise.
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Table 2 The outcome with the cross-tokamak disruption prediction experiments working with various techniques and versions.
Mixing info from both focus on and existing devices is one way of transfer Finding out, occasion-based mostly transfer Mastering. But the information carried by the restricted knowledge with the target machine might be flooded by info from the present devices. These will work are performed among tokamaks with similar configurations and sizes. Nevertheless, the gap between future tokamak reactors and any tokamaks present today is extremely large23,24. Sizes from the machine, operation regimes, configurations, characteristic distributions, disruption triggers, characteristic paths, along with other aspects will all result in several plasma performances and different disruption procedures. So, During this get the job done we selected the J-TEXT as well as EAST tokamak which have a significant big difference in configuration, operation regime, time scale, function distributions, and disruptive leads to, to reveal the proposed transfer Understanding approach.
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