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The outcome of the sensitivity Investigation are revealed in Fig. three. The model classification effectiveness suggests the FFE is ready to extract essential information from J-Textual content facts and it has the potential to become transferred for the EAST tokamak.

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Parameter-centered transfer Studying can be extremely helpful in transferring disruption prediction designs in future reactors. ITER is developed with A significant radius of six.two m and also a small radius of two.0 m, and will be working in an extremely various operating routine and circumstance than any of the present tokamaks23. In this particular work, we transfer the supply model skilled Using the mid-sized circular limiter plasmas on J-Textual content tokamak to your much bigger-sized and non-circular divertor plasmas on EAST tokamak, with only some details. The successful demonstration suggests the proposed system is anticipated to contribute to predicting disruptions in ITER with awareness learnt from existing tokamaks with unique configurations. Specifically, to be able to improve the general performance of the target area, it truly is of excellent significance to Increase the general performance in the source area.

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Disruptions in magnetically confined plasmas share exactly the same physical rules. Nevertheless disruptions in various tokamaks with distinct configurations belong for their respective domains, it is achievable to extract area-invariant characteristics throughout all tokamaks. Physics-driven aspect engineering, deep domain generalization, along with other illustration-primarily based transfer Understanding strategies could be utilized in more research.

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