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Authors:, , Abstract: The emergence and dynamics of filamentary structures associated with edge-localized modes ELMs inside tokamak plasmas during high-confinement mode is regularly studied using Electron Cyclotron Emission Imaging ECEI diagnostic systems.

The detailed dynamics of these quantities appear strongly correlated with each other and appear qualitatively different during the pre-crash and ELM crash phases.











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The trained model is used to characterize ELM filament dynamics in a single H-mode plasma shot.






Description: We identify quasi-periodic oscillations of the filaments' size, total heat content, and radial velocity.

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Authors:,Abstract: The emergence and dynamics of filamentary structures associated with edge-localized modes ELMs inside tokamak plasmas during high-confinement mode is regularly studied using Electron Cyclotron Emission Imaging ECEI diagnostic systems.
Previously, detailed analyses of filamentary dynamics and classification of the precursors to ELM crashes have been done manually.

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