Study: 01_doe_landscape — Hydrotech Beam
See ../../README.md for project overview.
Purpose
Map the design space of the Hydrotech sandwich I-beam to identify feasible regions, characterize variable sensitivities, and converge on a minimum-mass design that satisfies displacement and stress constraints.
Quick Facts
| Item |
Value |
| Objective |
Minimize mass (kg) |
| Constraints |
Tip displacement ≤ 10 mm, Von Mises stress ≤ 130 MPa |
| Design variables |
4 (3 continuous + 1 integer) |
| Algorithm |
Phase 1: LHS DoE (50 trials) → Phase 2: TPE (60-100 trials) |
| Total budget |
114–156 NX evaluations |
| Estimated compute |
~4–5 hours |
| Status |
DRAFT — Awaiting pre-flight checks and review |
Design Variables
| ID |
Name |
Range |
Type |
Baseline |
| DV1 |
beam_half_core_thickness |
10–40 mm |
Continuous |
20 mm |
| DV2 |
beam_face_thickness |
10–40 mm |
Continuous |
20 mm |
| DV3 |
holes_diameter |
150–450 mm |
Continuous |
300 mm |
| DV4 |
hole_count |
5–15 |
Integer |
10 |
Baseline Performance
| Metric |
Value |
Constraint |
Status |
| Mass |
~974 kg |
minimize |
Overbuilt |
| Tip displacement |
~22 mm |
≤ 10 mm |
❌ FAILS |
| VM stress |
unknown |
≤ 130 MPa |
⚠️ TBD |
Key Decisions
- Single-objective formulation (DEC-HB-001)
- Two-phase algorithm: LHS → TPE (DEC-HB-002)
- True integer handling for hole_count (DEC-HB-003)
- Deb's feasibility rules for constraint handling (infeasible baseline)
- Baseline enqueued as Trial 0 (LAC lesson)
Files
| File |
Description |
OPTIMIZATION_STRATEGY.md |
Full strategy document (problem formulation, algorithm selection, risk mitigation) |
atomizer_spec_draft.json |
AtomizerSpec configuration skeleton (DRAFT — open items must be resolved) |
README.md |
This file |
Open Items Before Execution
- Beam web length needed (geometric feasibility of hole patterns)
- Displacement extraction method (sensor vs .op2 node parsing)
- Stress extraction scope (whole model vs element group)
- Baseline stress measurement
- SOL 101 runtime benchmark
- Corner test validation (16 bound combinations)
References
Created by ⚡ Optimizer Agent | 2026-02-09