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boltzmann equation 1es-bGK model 1finite volume method 1kinetic equations 1micro-macro decomposition 1parallel computing 1

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physics.plasm-ph2026

A machine learning framework for developing quasilinear saturation rules of turbulent transport from linear gyrokinetic data

Preeti Sar, Sebastian De Pascuale, Harry Dudding +1

A new neural network model for a quasilinear saturation rule has been developed to map linear gyrokinetic data to nonlinear saturated potential magnitudes to predict the total ener…