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We developed the deep Studying-centered FFE neural network structure based upon the idea of tokamak diagnostics and essential disruption physics. It really is proven the opportunity to extract disruption-related styles successfully. The FFE supplies a foundation to transfer the model on the goal domain. Freeze & great-tune parameter-based transfer