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A Deep Learning Approach to Describing the Plasma Sheath

physics.plasm-ph · 2026-04-24 · conditional · novelty 4.0

PINNs trained on fluid sheath equations produce parametric surrogate models that predict plasma sheath profiles across ion species, temperature ratios, and collisionalities, validated against Runge-Kutta solvers.

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