In order to validate whether the design did capture general and customary designs among diverse tokamaks Despite terrific dissimilarities in configuration and Procedure routine, along with to discover the job that each Component of the design played, we even further made far more numerical experiments as is demonstrated in Fig. six. The numerical experiments are made for interpretable investigation of the transfer product as is explained in Desk three. In Each and every circumstance, a special Element of the design is frozen. In case 1, The underside layers with the ParallelConv1D blocks are frozen. Just in case two, all levels on the ParallelConv1D blocks are frozen. Just in case 3, all levels in ParallelConv1D blocks, plus the LSTM levels are frozen.
Nevertheless, research has it which the time scale of your “disruptive�?stage may vary according to distinctive disruptive paths. Labeling samples by having an unfixed, precursor-linked time is much more scientifically accurate than working with a constant. In our review, we very first trained the design making use of “real�?labels based upon precursor-connected times, which manufactured the design more self-confident in distinguishing in between disruptive and non-disruptive samples. On the other hand, we noticed which the design’s performance on specific discharges decreased in comparison to some product educated working with continual-labeled samples, as is shown in Table 6. Even though the precursor-associated model was even now able to predict all disruptive discharges, additional Bogus alarms happened and resulted in efficiency degradation.
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尽管比特币它已经实现了加快交易速度的目标，但随着使用量的大幅增长，比特币网络仍面临着阻碍采用的成本和安全问题。
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