Evaluating Unsteady Forces in Turbulence-Modeled Flows from Vorticity and Reynolds Stress

Vortex force maps (VFMs) link vortical flow structures to aerodynamic forces through compact-domain integrals weighted by geometry-only Laplace potentials. Existing VFM demonstrations include inviscid, laminar, two-dimensional, and three-dimensional applications but cannot analyze turbulent flows unless fully resolved turbulent fields are available. Here, a method for predicting and attributing the turbulent force contribution from modeled turbulence fields is developed by deriving a Reynolds-averaged vortex force map (RA-VFM) directly from the incompressible Reynolds-averaged Navier–Stokes equations. The resulting decomposition augments the classical vortex-pressure (VP) term with a Reynolds-stress (RS) contribution, defined by the Laplace-kernel-weighted divergence of the modeled Reynolds stress. The RA-VFM is applied to a gliding Northern Goshawk (Accipiter gentilis) and an incidence-matched GOE803 airfoil section at [Formula: see text]. Dominant VP lift arises from spanwise vorticity, while dominant RS lift is associated with the z-component of the Reynolds-stress divergence. Both contributions can be obtained from snapshot data and are compacted within the RA-VFM kernel. RS is small for the quasi-two-dimensional airfoil outside deep stall but contributes strongly in separated and three-dimensional regimes. For the bird case, including RS reduces the reconstruction error to approximately 2% for lift and 1% for drag relative to CFD. The method improves interpretation and attribution of complex three-dimensional turbulent flows and may support some reduced-order models.

Authors

Institutions

Publication Details

Journal
AIAA Journal
Published
2026-10-07
DOI
https://doi.org/10.2514/1.j067418
Primary Topic
Fluid Dynamics and Turbulent Flows
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Evaluating Unsteady Forces in Turbulence-Modeled Flows from Vorticity and Reynolds Stress

Francesco Ciriello, Matteo Liguori, Julia Li
AIAA Journal
Fluid Dynamics and Turbulent Flows
article

Evaluating Unsteady Forces in Turbulence-Modeled Flows from Vorticity and Reynolds Stress

Francesco Ciriello, Matteo Liguori, Julia Li
article en

Abstract

Vortex force maps (VFMs) link vortical flow structures to aerodynamic forces through compact-domain integrals weighted by geometry-only Laplace potentials. Existing VFM demonstrations include inviscid, laminar, two-dimensional, and three-dimensional applications but cannot analyze turbulent flows unless fully resolved turbulent fields are available. Here, a method for predicting and attributing the turbulent force contribution from modeled turbulence fields is developed by deriving a Reynolds-averaged vortex force map (RA-VFM) directly from the incompressible Reynolds-averaged Navier–Stokes equations. The resulting decomposition augments the classical vortex-pressure (VP) term with a Reynolds-stress (RS) contribution, defined by the Laplace-kernel-weighted divergence of the modeled Reynolds stress. The RA-VFM is applied to a gliding Northern Goshawk (Accipiter gentilis) and an incidence-matched GOE803 airfoil section at [Formula: see text]. Dominant VP lift arises from spanwise vorticity, while dominant RS lift is associated with the z-component of the Reynolds-stress divergence. Both contributions can be obtained from snapshot data and are compacted within the RA-VFM kernel. RS is small for the quasi-two-dimensional airfoil outside deep stall but contributes strongly in separated and three-dimensional regimes. For the bird case, including RS reduces the reconstruction error to approximately 2% for lift and 1% for drag relative to CFD. The method improves interpretation and attribution of complex three-dimensional turbulent flows and may support some reduced-order models.

AIAA Journal
King's College London (GB)
Openalex Percentile: Top 33%
Fluid Dynamics and Turbulent Flows
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Evaluating Unsteady Forces in Turbulence-Modeled Flows from Vorticity and Reynolds Stress — Francesco Ciriello, Matteo Liguori, et al. · AIAA Journal (2026) | TGRS Research Map | TGRS