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In modern AI frameworks like NVIDIA Modulus or PhysicsNeMo , deep learning architectures are trained to map input function profiles directly to output fluid profiles instantly, completely bypassing heavy numerical solvers. Implementing a Data-Driven Darcy Model
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) through a medium using fluid viscosity, distance, and pressure drops. In modern AI frameworks like NVIDIA Modulus or