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Atomizer/projects/hydrotech-beam/studies/01_doe_landscape
2026-02-10 08:00:22 +00:00
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2026-02-10 08:00:22 +00:00
2026-02-10 08:00:22 +00:00
2026-02-10 08:00:22 +00:00

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 114156 NX evaluations
Estimated compute ~45 hours
Status DRAFT — Awaiting pre-flight checks and review

Design Variables

ID Name Range Type Baseline
DV1 beam_half_core_thickness 1040 mm Continuous 20 mm
DV2 beam_face_thickness 1040 mm Continuous 20 mm
DV3 holes_diameter 150450 mm Continuous 300 mm
DV4 hole_count 515 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

  1. Beam web length needed (geometric feasibility of hole patterns)
  2. Displacement extraction method (sensor vs .op2 node parsing)
  3. Stress extraction scope (whole model vs element group)
  4. Baseline stress measurement
  5. SOL 101 runtime benchmark
  6. Corner test validation (16 bound combinations)

References


Created by Optimizer Agent | 2026-02-09