most citedTurbulence Closure in RANS and Flow Inference around a Cylinder using PINNs and Sparse Experimental Data

2 citations · 2 across the 2 of their papers we have counts for

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physics.flu-dyn2026

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training

Zhen Zhang, Theo Käufer, Louise Ronglan +2

Data-driven turbulence closures are usually calibrated by inverse methods that embed a CFD solver in the loop, tying the model to a particular discretization and requiring every it…

physics.flu-dyn2025★ 2 cited

Turbulence Closure in RANS and Flow Inference around a Cylinder using PINNs and Sparse Experimental Data

Z. Zhang, K. Shukla, Z. Wang +8

Traditional Reynolds-averaged Navier-Stokes (RANS) closures, based on the Boussinesq eddy viscosity hypothesis and calibrated on canonical flows, often yield inaccurate predictions…