NPSolver trains neural Poisson solvers label-free by supervising with a small number of preconditioned conjugate gradient steps and adds Boundary-Aware Transolver for mixed boundaries, outperforming baselines on 2D/3D irregular geometries.
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Pressure-drop-induced turbulence in compressed argon triggers early multiple filamentation of femtosecond pulses and broadens their spectrum proportionally to initial gas pressure.
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NPSolver: Neural Poisson Solver with Iterative Physics Supervision
NPSolver trains neural Poisson solvers label-free by supervising with a small number of preconditioned conjugate gradient steps and adds Boundary-Aware Transolver for mixed boundaries, outperforming baselines on 2D/3D irregular geometries.
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Transient Gas-Dynamics Filamentation of High-PowerFemtosecond Laser Pulse in Compressed Argon
Pressure-drop-induced turbulence in compressed argon triggers early multiple filamentation of femtosecond pulses and broadens their spectrum proportionally to initial gas pressure.