LAYER 04 · BEYOND THE FIRST CASE STUDY

Future Projects

The NACA0012 work is a proving ground for the workflow, not the intended endpoint. Future projects should reuse the same evidence discipline while changing geometry, physics or deployment need.

REUSABLE FRAMEWORK

Physics → CFD → data → dynamics → model → validation → trust → deployment

EXTERNAL FLOW

New geometry

Another airfoil, bluff body, wing or vehicle configuration can test geometry transfer and larger parameter spaces.

INTERNAL / THERMAL FLOW

New fluid system

Pipe networks, thermal management, rotating machinery or other CFD domains can test how much of the workflow is truly reusable.

POTENTIAL PROJECT DIRECTIONS

Three fluid-dynamics problems that naturally extend the current workflow

These are exploratory directions rather than committed roadmap items. Each would stress a different part of the current CFD → reduced-model → deployment framework.

01 · GROUND VEHICLE AERODYNAMICS

From airfoil physics to full vehicle flow

Extend the workflow to bluff-body and automotive aerodynamics: drag, lift/balance, wake structures, underbody flow and sensitivity to operating or geometry parameters.

Potential focus: geometry variation · yaw / ride height · wake ROMs · fast aerodynamic exploration
02 · MORPHING GEOMETRY

Flow prediction with continuously changing shape

Use deforming aerodynamic geometry as a harder generalization problem where the surrogate must respond to both operating conditions and shape changes rather than interpolate only one scalar parameter.

Potential focus: shape parameterization · mesh deformation · geometry-aware ROM/AI · design-space exploration
03 · FLAPPING WINGS · LOW REYNOLDS NUMBER

Unsteady aerodynamics dominated by moving vortical structures

Study flapping-wing flow in the low-Reynolds-number regime, where leading-edge vortices, wake capture, phase-dependent forces and strongly unsteady fluid-structure kinematics create a very different dynamics problem from the current fixed airfoil.

Potential focus: periodic / multi-frequency dynamics · moving mesh · force reconstruction · bio-inspired flight
RULE

Do not add a project just to add a model

Each future case should start from an engineering question and a controlled CFD/experimental evidence plan. Model complexity is introduced only when the simpler reference fails on a measurable requirement.

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