Reconstruction of Multiscale Plasma Dynamics Across Operating Regimes

ReMAIN is a network designed to reconstruct complex, high-dimensional plasma states from sparse measurements. It combines a recurrent encoder to capture temporal dynamics with a U-Net decoder for spatial reconstruction, conditioned by feature-wise linear modulation. The model is extended to incorporate operating parameters, allowing it to adapt and accurately infer plasma behavior even in unseen operating regimes.

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