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Desk 2 The final results in the cross-tokamak disruption prediction experiments utilizing various techniques and models.
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The examine is performed to the J-TEXT and EAST disruption databases according to the previous work13,fifty one. Discharges within the J-TEXT tokamak are useful for validating the performance on the deep fusion characteristic extractor, along with presenting a pre-trained product on J-Textual content for more transferring to forecast disruptions from the EAST tokamak. To verify the inputs on the disruption predictor are held the same, 47 channels of diagnostics are chosen from both of those J-Textual content and EAST respectively, as is demonstrated in Table 4.
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Within our scenario, the pre-trained model from your J-Textual content tokamak has by now been tested its usefulness in extracting disruptive-relevant functions on J-TEXT. To even more take a look at its skill for predicting disruptions across tokamaks determined by transfer Finding out, a gaggle of numerical experiments is carried out on a new goal tokamak EAST. In comparison with the J-TEXT tokamak, EAST includes a much larger measurement, and operates in constant-point out divertor configuration with elongation and triangularity, with A great deal bigger plasma general performance (see Dataset in Solutions).