# Atomizer Study Templates

*Auto-generated: 2025-12-07 12:53*

Available templates for quick study creation.

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## Template Reference

| Template | Objectives | Extractors |
|----------|------------|------------|
| `Multi-Objective Structural` | mass, stress, stiffness | E1, E3, E4 |
| `Frequency Optimization` | frequency, mass | E2, E4 |
| `Mass Minimization` | mass | E1, E3, E4 |
| `Mirror Wavefront Optimization` | zernike_rms | E8, E9, E10 |
| `Thermal-Structural Coupled` | max_temperature, thermal_stress | E3, E15, E16 |
| `Shell Structure Optimization` | mass, stress | E1, E3, E4 |

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## Multi-Objective Structural

**Description**: NSGA-II optimization for structural analysis with mass, stress, and stiffness objectives

**Category**: structural
**Solver**: SOL 101
**Sampler**: NSGAIISampler
**Turbo Suitable**: Yes

**Example Study**: `bracket_pareto_3obj`

**Objectives**:
- mass (minimize) - Extractor: E4
- stress (minimize) - Extractor: E3
- stiffness (maximize) - Extractor: E1

**Extractors Used**:
- E1
- E3
- E4

**Recommended Trials**:
- discovery: 1
- validation: 3
- quick: 20
- full: 50
- comprehensive: 100

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## Frequency Optimization

**Description**: Maximize natural frequency while minimizing mass for vibration-sensitive structures

**Category**: dynamics
**Solver**: SOL 103
**Sampler**: NSGAIISampler
**Turbo Suitable**: Yes

**Example Study**: `uav_arm_optimization`

**Objectives**:
- frequency (maximize) - Extractor: E2
- mass (minimize) - Extractor: E4

**Extractors Used**:
- E2
- E4

**Recommended Trials**:
- discovery: 1
- validation: 3
- quick: 20
- full: 50

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## Mass Minimization

**Description**: Minimize mass subject to stress and displacement constraints

**Category**: structural
**Solver**: SOL 101
**Sampler**: TPESampler
**Turbo Suitable**: Yes

**Example Study**: `bracket_stiffness_optimization_V3`

**Objectives**:
- mass (minimize) - Extractor: E4

**Extractors Used**:
- E1
- E3
- E4

**Recommended Trials**:
- discovery: 1
- validation: 3
- quick: 30
- full: 100

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## Mirror Wavefront Optimization

**Description**: Minimize Zernike wavefront error for optical mirror deformation

**Category**: optics
**Solver**: SOL 101
**Sampler**: TPESampler
**Turbo Suitable**: No

**Example Study**: `m1_mirror_zernike_optimization`

**Objectives**:
- zernike_rms (minimize) - Extractor: E8

**Extractors Used**:
- E8
- E9
- E10

**Recommended Trials**:
- discovery: 1
- validation: 3
- quick: 30
- full: 100

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## Thermal-Structural Coupled

**Description**: Optimize for thermal and structural performance

**Category**: multiphysics
**Solver**: SOL 153/400
**Sampler**: NSGAIISampler
**Turbo Suitable**: No

**Example Study**: `None`

**Objectives**:
- max_temperature (minimize) - Extractor: E15
- thermal_stress (minimize) - Extractor: E3

**Extractors Used**:
- E3
- E15
- E16

**Recommended Trials**:
- discovery: 1
- validation: 3
- quick: 20
- full: 50

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## Shell Structure Optimization

**Description**: Optimize shell structures (CQUAD4/CTRIA3) for mass and stress

**Category**: structural
**Solver**: SOL 101
**Sampler**: NSGAIISampler
**Turbo Suitable**: Yes

**Example Study**: `beam_pareto_4var`

**Objectives**:
- mass (minimize) - Extractor: E4
- stress (minimize) - Extractor: E3

**Extractors Used**:
- E1
- E3
- E4

**Recommended Trials**:
- discovery: 1
- validation: 3
- quick: 20
- full: 50

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