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CFD Projects

OpenFOAM work by Suvam Samanta. Two validation studies against published reference data, and a set of tutorial cases kept for reference.


Validation studies

These reproduce published experimental or computational results and report where they agree and where they do not.

N2A hybrid wing–body — compressible RANS

Steady compressible RANS of the NASA N2A hybrid wing–body at M = 0.20 and Re = 6.60 × 10⁶ on a 6.0 million cell half model, at two angles of attack with two turbulence models. Carried out for Othrys Aviation.

C_L C_D L/D
6° Spalart–Allmaras 0.3042 0.0202 15.1
6° k-ω SST 0.3076 0.0190 16.2
10° Spalart–Allmaras 0.4929 0.0417 11.8
10° k-ω SST 0.4816* 0.0414* 11.6

*provisional, still drifting at 3000 iterations

Grid independent. Refining from 2.11 to 6.01 million cells changes C_L by 0.5%, a tighter convergence statement than the reference study makes about its own grids.

Compressible treatment justified by measurement. Local Mach number reaches 0.37 against a freestream of 0.20, so density varies by 6–7%.

Compared against all five reference datasets from Aprovitola et al. (2022), digitised from the published figures so that every difference is stated against a named source rather than against "the reference". Lift sits 10–13% below both wind tunnel campaigns and within 1% of Cart3D. That grouping is reported as an observation; no explanation for it has been established.

Technical report (PDF, 16 pages) · mesh study · solver setup findings


NACA 0012 — Turbulence Modeling Resource

Validation against the NASA Langley TMR case at Re = 6 × 10⁶, α = 10°, using the NASA-supplied 897 × 257 grid and Spalart–Allmaras.

This work CFL3D (SA) Difference
C_L 1.0835 1.0909 −0.68%
C_D 0.01023 0.01231 −16.9%

Lift agrees to within the spread of the seven TMR reference codes. Drag is not claimed as validated: the reference applies a farfield point-vortex correction that this setup does not, and the turbulence convection scheme is first order.

The repository keeps all three iterations rather than only the working one. Iteration 2 converged cleanly to a physically impossible answer — negative drag — because the freestream eddy viscosity had been inherited from a tutorial at a different Reynolds number, giving ν_t/ν of 8.4 × 10⁵ instead of 0.21. It is kept because a converged wrong answer is more instructive than a right one.


Tutorial cases

Standard OpenFOAM tutorials worked through while learning the toolchain. Kept for reference; no validation is claimed.

Case Description
lid-driven-cavity Incompressible flow in a 2D square cavity. Five variants: base, fine, graded, clipped, high Re
elbow Incompressible viscous flow through a 90° bend, Fluent mesh import
motorbike External aerodynamics using snappyHexMesh and simpleFoam, steady RANS with k-ω SST, ~353k cells

Environment

OpenFOAM v2512 (ESI) on Fedora Linux. Meshing with snappyHexMesh; geometry from OpenVSP. Post-processing in Python with NumPy and matplotlib, and in ParaView. Larger solver runs on CloudHPC.

Meshes and solution fields are not committed on account of size. Every case is reproducible from the committed dictionaries and scripts.

A note on AI assistance

Script generation and drafting in this repository were done with AI assistance. Setup decisions, diagnosis and interpretation are mine, and every committed file is one I understand and can defend.

About

This is to track my CFD progess

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