A CNN that predicts downstream wake profiles from a single RANS solution can warm-start a RANS solver, cutting iterations by 26.3x and wall-clock time by 16.4x on a NACA0012 case.
Verification and Validation in Scientific Computing
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
physics.flu-dyn 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
support 1representative citing papers
citing papers explorer
-
Acceleration of RANS Solver Convergence via Initialization with Wake Extension Models
A CNN that predicts downstream wake profiles from a single RANS solution can warm-start a RANS solver, cutting iterations by 26.3x and wall-clock time by 16.4x on a NACA0012 case.