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ConceptVPFP

Vlasov–Poisson–Fokker–Planck

A system of kinetic equations describing particle transport processes in high-field regimes, formed by coupling the Vlasov equation, the Poisson equation, and the Fokker–Planck collision operator. It is widely used in plasma physics and semiconductor device simulation.

Timeline (last 90 days)

Nov 6

APTNN (Asymptotic-Preserving Tensor Neural Network) combines tensor decomposition with physics-constraint loss to compress the training time of the 3D3V Vlasov–Poisson–Fokker–Planck problem to under half an hour on a single GPU.

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All Facts (1)

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APTNN (Asymptotic-Preserving Tensor Neural Network) combines tensor decomposition with physics-constraint loss to compress the training time of the 3D3V Vlasov–Poisson–Fokker–Planck problem to under half an hour on a single GPU.

50%

Source Articles

AP Tensor Neural Networks Solve 3D High-Field Kinetic EquationsNov 6