luokai0 Mesh Generation
Goal
Provide a consistent workflow for selecting mesh resolution and checking mesh quality for PDE simulations.
Requirements
- Python 3.8+
- No external dependencies (uses stdlib)
Inputs to Gather
| Input | Description | Example |
|---|---|---|
| Domain size | Physical dimensions | 1.0 × 1.0 m |
| Feature size | Smallest feature to resolve | 0.01 m |
| Points per feature | Resolution requirement | 10 points |
| Aspect ratio limit | Maximum dx/dy ratio | 5:1 |
| Quality threshold | Skewness limit | < 0.8 |
Decision Guidance
Resolution Selection
What is the smallest feature size?
├── Interface width → dx ≤ width / 5
├── Boundary layer → dx ≤ layer_thickness / 10
├── Wave length → dx ≤ lambda / 20
└── Diffusion length → dx ≤ sqrt(D × dt) / 2
Mesh Type Selection
| Problem | Recommended Mesh |
|---|---|
| Simple geometry, uniform | Structured Cartesian |
| Complex geometry | Unstructured triangular/tetrahedral |
| Boundary layers | Hybrid (structured near walls) |
| Adaptive refinement | Quadtree/Octree or AMR |
Script Outputs (JSON Fields)
| Script | Key Outputs |
|---|---|
scripts/grid_sizing.py |
dx, nx, ny, nz, notes |
scripts/mesh_quality.py |
aspect_ratio, skewness, quality_flags |
Workflow
- Estimate resolution - From physics scales
- Compute grid sizing - Run
scripts/grid_sizing.py - Check quality metrics - Run
scripts/mesh_quality.py - Adjust if needed - Fix aspect ratios, reduce skewness
- Validate - Mesh convergence study
Conversational Workflow Example
User: I need to mesh a 1mm × 1mm domain for a phase-field simulation with interface width of 10 μm.
Agent workflow:
- Compute grid sizing:
python3 scripts/grid_sizing.py --length 0.001 --resolution 200 --json - Verify interface is resolved: dx = 5 μm, interface width = 10 μm → 2 points per interface width.
- Recommend: Increase to 500 points (dx = 2 μm) for 5 points across interface.
Pre-Mesh Checklist
- Define target resolution per feature/interface
- Ensure dx meets stability constraints (see numerical-stability)
- Check aspect ratio < limit (typically 5:1)
- Check skewness < threshold (typically 0.8)
- Validate mesh convergence with refinement study
CLI Examples
# Compute grid sizing for 1D domain
python3 scripts/grid_sizing.py --length 1.0 --resolution 200 --json
# Check mesh quality
python3 scripts/mesh_quality.py --dx 1.0 --dy 0.5 --dz 0.5 --json
# High aspect ratio check
python3 scripts/mesh_quality.py --dx 1.0 --dy 0.1 --json
Error Handling
| Error | Cause | Resolution |
|---|---|---|
length must be positive |
Invalid domain size | Use positive value |
resolution must be > 1 |
Insufficient points | Use at least 2 |
dx, dy must be positive |
Invalid spacing | Use positive values |
Interpretation Guidance
Aspect Ratio
| Aspect Ratio | Quality | Impact |
|---|---|---|
| 1:1 | Excellent | Optimal accuracy |
| 1:1 - 3:1 | Good | Acceptable |
| 3:1 - 5:1 | Fair | May affect accuracy |
| > 5:1 | Poor | Solver issues likely |
Skewness
| Skewness | Quality | Impact |
|---|---|---|
| 0 - 0.25 | Excellent | Optimal |
| 0.25 - 0.50 | Good | Acceptable |
| 0.50 - 0.80 | Fair | May affect accuracy |
| > 0.80 | Poor | Likely problems |
Resolution Guidelines
| Application | Points per Feature |
|---|---|
| Phase-field interface | 5-10 |
| Boundary layer | 10-20 |
| Shock | 3-5 (with capturing) |
| Wave propagation | 10-20 per wavelength |
| Smooth gradients | 5-10 |
Security
The mesh-generation scripts enforce the following safeguards:
- Strict numeric validation: All inputs (
length,resolution,dx,dy,dz) are validated as finite positive numbers with upper bounds to prevent resource exhaustion. - Dimension constraint:
dimsis restricted to{1, 2, 3}. - Type enforcement:
argparsetype parameters reject non-numeric input at the CLI boundary before any processing occurs. - Reduced tool surface: The skill's
allowed-toolsexcludesBashto prevent the agent from executing arbitrary commands when processing user-provided inputs. The agent should useReadandWriteto prepare inputs and capture outputs rather than constructing shell commands from user text.
Limitations
- 2D/3D only: No unstructured mesh generation
- Quality metrics: Basic aspect ratio and skewness only
- No mesh generation: Sizing recommendations only
References
references/mesh_types.md- Structured vs unstructuredreferences/quality_metrics.md- Aspect ratio/skewness thresholds
Version History
- v1.1.0 (2024-12-24): Enhanced documentation, decision guidance, examples
- v1.0.0: Initial release with 2 mesh quality scripts