N∿NS / AI ENGINEERING LAB Public CFD snapshot

PHYSICS ENGINE V1 / NS–0003

A CFD decision
you can inspect.

The 161 × 41 body-fitted mesh is frozen for the parametric AI dataset. Compare three grids, inspect solver evidence, and follow the path from verified physics to CFD-confirmed designs. This public snapshot includes the results; linked GitHub source files require collaborator access.

PRODUCTION DECISION FROZEN
161 × 41

axial × radial grid points

0.60%Pressure Δ vs fine
0.074%Peak velocity Δ vs fine

Fit for the declared 2D axisymmetric dataset. Wall shear retains a measured mesh-sensitivity qualification.

01 / MESH SENSITIVITY

Why the medium mesh?

Choose an output to compare all three solver runs. The highlighted grid is used for routine dataset generation; the fine grid is the sensitivity reference.

View source JSON ↗
THREE-GRID STUDY

Pressure drop

Coarse Production Fine reference
MEDIUM → FINE 0.599%

Pressure drop shifts less than one percent. This supports the production mesh for the declared engineering use.

iMesh sensitivity is a numerical comparison, not experimental validation.
All three runsConverged · mass conserved
Recorded NS-0003 mesh results; values are solver outputs, not illustrative data.
GridPointsIterationsPressure dropContinuity (kg/s)Decision

02 / EVIDENCE & PROGRESS

From solver to decision.

Inspect the selected case's verification gates, then compare its results with the independently confirmed OPT1–001 candidate. All figures are generated by the repository solver.

Recorded snapshot · not live telemetry
RECORDED SOLVER FIELDS · 161 × 41 GRID

Geometry, mesh & solution

The case switch above changes the four solver figures. Both cases stay visible in the profiles for direct comparison at the same flow rate.

Download plotted profile data ↓
01 / DOMAINGeometry
Source ↗
Baseline body-fitted device geometry

Axisymmetric annular fluid domain and device shape.

02 / DISCRETIZATIONBody-fitted mesh
Source ↗
Baseline body-fitted mesh

Production grid · 161 axial × 41 radial points.

03 / SOLUTIONStatic pressure
Source ↗
Baseline static pressure solution contour

Solver-produced pressure field; refer to each figure’s color scale.

04 / SOLUTIONVelocity magnitude
Source ↗
Baseline velocity magnitude solution contour

Solver-produced speed field; the profile below plots axial velocity uz.

AXIAL SOLUTION PROFILE

Pressure along the device

Radial-cell arithmetic mean at each stored axial cell center.

Baseline OPT1–001

The difference between the first and last cell means matches the recorded pressure drop (846.26 and 752.93 Pa). Verification source ↗

RADIAL SOLUTION PROFILE

Axial velocity uz

Compare both cases at a stored cross-section nearest the selected axial position.

Baseline OPT1–001

Cell centers only; no interpolation to the walls.

Profiles are derived from each run’s baseline and OPT1–001 saved field data. Lines connect stored cell values for reading; no values were simulated in the browser. These are numerical CFD results, with external validation still pending.

SIDE-BY-SIDE SOLVER FIGURES

Convergence history

Baseline · NS–0003Source ↗
Baseline solver convergence history
Optimized · OPT1–001Source ↗
Optimized solver convergence history

Both runs passed the recorded solver gate. Figure axes may differ; compare numeric outputs at right.

SAME FLOW · SAME 161 × 41 MESH

Measured CFD response

OPT1–001 relative to the frozen baseline. Both use 100 mL/min flow; changes reflect the recorded geometry and solver results.

Baseline OPT1–001

WSS differences are numerical model outputs and retain the mesh-sensitivity qualification.

ACCEPTANCE & LIMITS

Validation matrix · frozen baseline

Model and acceptance notes ↗
Measured values and stated criteria for the selected case. The mesh study qualifies the frozen physics engine; OPT1–001 has no separate fine-grid study in this snapshot.
CheckCriterionObservedStatusEvidence
MILESTONES

What the evidence supports

Project roadmap ↗
01
Analytical annulusNS–0001 · reference solution and numerical check
Complete
02
Tapered numerical baselineNS–0002 · pressure and velocity qualified; WSS caveat carried forward
Qualified
03
Device physics engineNS–0003 · 161 × 41 mesh frozen for dataset v1
Frozen
04
Dataset and surrogate20/20 initial CFD cases accepted; latest recorded GP evaluation uses 25 accepted cases, 7 held out · see held-out evidence ↗
Recorded
05
Optimization confirmationThree AI-selected candidates have CFD confirmation records; OPT1–001 shown above
Recorded
06
Free-ended catheter tipSeparate exploratory geometry; latest logged solves remain unconverged
Open
DATA PROVENANCE

Know which results you are seeing.

This dashboard is a manually prepared snapshot. New GitHub commits do not change the figures or numbers until the dashboard source is reviewed and redeployed. The source repository is private; its evidence links require collaborator access.

Evidence snapshot
23 Sep 2026
Evidence commit
695403bf ↗
Physics model
NS–0003 · Engine v1
Production mesh
161 × 41 body-fitted
Dashboard code
Private GitHub copy ↗
Refresh status
Static snapshot · manual review