atomizer-field/visualization_report.md

# FEA Visualization Report

**Generated:** 2025-11-24T09:24:10.133023

**Case:** test_case_beam

---

## Model Information

- **Analysis Type:** SOL_Unknown
- **Nodes:** 5,179
- **Elements:** 4,866
- **Materials:** 1

## Mesh Structure

![Mesh Structure](visualization_images/mesh.png)

The model contains 5,179 nodes and 4,866 elements.

## Displacement Results

![Displacement Field](visualization_images/displacement.png)

**Maximum Displacement:** 19.556875 mm

The plots show the original mesh (left) and deformed mesh (right) with displacement magnitude shown in color.

## Stress Results

![Stress Field](visualization_images/stress.png)

The stress distribution is shown with colors representing von Mises stress levels.

## Summary Statistics

| Property | Value |
|----------|-------|
| Nodes | 5,179 |
| Elements | 4,866 |
| Max Displacement | 19.556875 mm |

---

*Report generated by AtomizerField Visualizer*
feat: Merge Atomizer-Field neural network module into main repository Permanently integrates the Atomizer-Field GNN surrogate system: - neural_models/: Graph Neural Network for FEA field prediction - batch_parser.py: Parse training data from FEA exports - train.py: Neural network training pipeline - predict.py: Inference engine for fast predictions This enables 600x-2200x speedup over traditional FEA by replacing expensive simulations with millisecond neural network predictions. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com> 2025-11-26 15:31:33 -05:00			`# FEA Visualization Report`

			`Generated: 2025-11-24T09:24:10.133023`

			`Case: test_case_beam`

			`---`

			`## Model Information`

			`- Analysis Type: SOL_Unknown`
			`- Nodes: 5,179`
			`- Elements: 4,866`
			`- Materials: 1`

			`## Mesh Structure`

			`![Mesh Structure](visualization_images/mesh.png)`

			`The model contains 5,179 nodes and 4,866 elements.`

			`## Displacement Results`

			`![Displacement Field](visualization_images/displacement.png)`

			`Maximum Displacement: 19.556875 mm`

			`The plots show the original mesh (left) and deformed mesh (right) with displacement magnitude shown in color.`

			`## Stress Results`

			`![Stress Field](visualization_images/stress.png)`

			`The stress distribution is shown with colors representing von Mises stress levels.`

			`## Summary Statistics`

			`\| Property \| Value \|`
			`\|----------\|-------\|`
			`\| Nodes \| 5,179 \|`
			`\| Elements \| 4,866 \|`
			`\| Max Displacement \| 19.556875 mm \|`

			`---`

			`Report generated by AtomizerField Visualizer`