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…