Situation
A batch of semiconductor-adjacent machined components met dimensional requirements and looked visually clean at the supplier. After delivery, the customer performed particle extraction and reported failures.
Key complexity:
- The failures occurred after transit, not immediately after machining.
Hypothesis (mechanism-driven, not guesswork)
We considered three dominant particle pathways:
- Burr latency: micro-burrs and fragile asperities fractured during shipping vibration.
- Packaging micro-motion: tiny repeated contact caused fretting debris generation.
- Handling fibers: wipes, gloves, or packaging introduced non-metallic contamination.
Investigation design (built like a study)
Step 1 — establish baseline
Perform extraction at ship-ready state:
- same handling steps as actual shipping
- baseline filter/microscopy classification
Step 2 — simulate transit hazard
Use a vibration/handling simulation aligned to distribution hazard logic:
- packaged parts exposed to controlled vibration cycles
- then extracted again
Step 3 — classify debris
Microscopy and basic classification:
- metallic particles vs polymer vs fiber
- morphology that indicates fracture vs rubbing vs external lint
Step 4 — map particle sources
Create a “particle risk map” of geometry:
- edge exits, cross holes, threads, thin webs
- verify edge breaks and burr presence under magnification
Root cause
The dominant contributors were:
- latent micro-burr fracture at specific exit regions
- packaging-induced micro-motion causing fretting particles
Visual cleanliness was not predictive because the particle release occurred later under vibration.
Corrective actions (control the mechanism)
Machining and deburr controls
- Modify exit strategies to minimize burr formation
- Add tool-life gating for burr-critical operations
- Define edge-break acceptance criteria (not subjective)
Cleaning and handling controls
- Controlled clean handling steps and time-to-pack limits
- Standardized wipe/glove materials for particle-sensitive programs
Packaging redesign
- No-contact separators on critical surfaces
- Immobilize parts to eliminate rubbing and micro-motion
- Low-shedding packaging materials and clean labeling discipline
Validation evidence
- Before/after extraction results on representative geometry
- Post-vibration extraction improvement confirmation
- Updated control plan and packaging spec with revision control
Buyer takeaways
- Visual inspection is insufficient for particle-sensitive programs.
- Packaging design can be a primary source of particles.
- Burr control is a contamination control process, not only a cosmetic requirement.
FAQ for buyers
- Can particles be generated after shipping even if parts were clean at inspection?
- What packaging features prevent fretting particles?
- How do you verify particle control without excessive cost?