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Physics-informed neural networks with residual/gradient-based adaptive sam- pling methods for solving partial differential equations with sharp solutions,

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Neural inference of fluid-structure interactions from sparse off-body measurements

physics.flu-dyn · 2025-06-30 · conditional · novelty 7.0

A physics-informed neural framework reconstructs unsteady fluid-structure interactions from sparse off-body Lagrangian particle tracks by combining modal surface models with coordinate neural representations constrained by fluid governing equations and interface conditions.

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  • Neural inference of fluid-structure interactions from sparse off-body measurements physics.flu-dyn · 2025-06-30 · conditional · none · ref 44

    A physics-informed neural framework reconstructs unsteady fluid-structure interactions from sparse off-body Lagrangian particle tracks by combining modal surface models with coordinate neural representations constrained by fluid governing equations and interface conditions.