TY  - JOUR
T1  - An enhanced validation and verification framework for ventilated cavitation
T2  - Decoupling and solving numerical and modeling errors via weighted nonlinear optimization
AU  - Hu, Yijing
AU  - Wu, Qin
AU  - Zhang, Housheng
AU  - Zhang, Songtao
AU  - Huang, Biao
N1  - Publisher Copyright:
© 2025
PY  - 2026/1/1
Y1  - 2026/1/1
N2  - Background: This study addresses the challenges of quantifying error and uncertainties in unsteady ventilated cavitation flows during the axisymmetric body launches, where conventional Verification and Validation (V&V) methods struggle due to dependencies on asymptotic grid convergence assumptions. Method: Implicit Large Eddy Simulation (ILES) is integrated with the Piecewise linear interface calculation coupling Volume of Fluid (PLIC-VOF) to resolve gas-liquid interactions. An enhanced V&V framework is proposed. By decoupling numerical (δN) and modeling errors (δM) based on the H2-5 LES theory and introducing three supplementary error estimators (δN1[sbnd]N3, δM1-M3), the framework overcomes limitations of non-asymptotic data through the minimizing a weighted nonlinear objective function. Result: Experimental validation demonstrates that the enhanced V&V framework achieves the significant reduction of uncertainty within desired margins of ventilated cavitation simulations under transverse flow conditions. Compared to the conventional H2-5 method, the enhanced approach reduces validation uncertainty in the longitudinal velocity component from 10% to 2.7%, effectively suppressing spikes caused by the non-asymptotic data. The unsteady pressure coefficients (CP) at most times and locations satisfy the validation criterion (|E| < UV), with all experimental data falling within the uncertainty bounds of Grid 1 simulations. The study reveals that uncertainty in the trailing edge of the body primarily stem from synergistic effects of the unsteady foamy cavity shedding, vortex-cavitation interactions, and phase deviations, providing quantitative insights for further grid optimization and model refinement in high-precision cavitation flow simulations. This framework offers a methodological foundation for error and uncertainty management in strongly unsteady multiphase flow simulations.
AB  - Background: This study addresses the challenges of quantifying error and uncertainties in unsteady ventilated cavitation flows during the axisymmetric body launches, where conventional Verification and Validation (V&V) methods struggle due to dependencies on asymptotic grid convergence assumptions. Method: Implicit Large Eddy Simulation (ILES) is integrated with the Piecewise linear interface calculation coupling Volume of Fluid (PLIC-VOF) to resolve gas-liquid interactions. An enhanced V&V framework is proposed. By decoupling numerical (δN) and modeling errors (δM) based on the H2-5 LES theory and introducing three supplementary error estimators (δN1[sbnd]N3, δM1-M3), the framework overcomes limitations of non-asymptotic data through the minimizing a weighted nonlinear objective function. Result: Experimental validation demonstrates that the enhanced V&V framework achieves the significant reduction of uncertainty within desired margins of ventilated cavitation simulations under transverse flow conditions. Compared to the conventional H2-5 method, the enhanced approach reduces validation uncertainty in the longitudinal velocity component from 10% to 2.7%, effectively suppressing spikes caused by the non-asymptotic data. The unsteady pressure coefficients (CP) at most times and locations satisfy the validation criterion (|E| < UV), with all experimental data falling within the uncertainty bounds of Grid 1 simulations. The study reveals that uncertainty in the trailing edge of the body primarily stem from synergistic effects of the unsteady foamy cavity shedding, vortex-cavitation interactions, and phase deviations, providing quantitative insights for further grid optimization and model refinement in high-precision cavitation flow simulations. This framework offers a methodological foundation for error and uncertainty management in strongly unsteady multiphase flow simulations.
KW  - Axisymmetric body
KW  - Unsteady flow
KW  - Ventilated cavitation
KW  - Verification and validation
UR  - http://www.scopus.com/pages/publications/105014802499
U2  - 10.1016/j.ijmultiphaseflow.2025.105428
DO  - 10.1016/j.ijmultiphaseflow.2025.105428
M3  - Article
AN  - SCOPUS:105014802499
SN  - 0301-9322
VL  - 194
JO  - International Journal of Multiphase Flow
JF  - International Journal of Multiphase Flow
M1  - 105428
ER  -