Introduction: Efficiency Starts at the Surface
In the automotive powertrain, the Stator and Rotor are the dynamic duo that generates movement. Their efficiency dictates the vehicle’s performance. However, seemingly minor surface defects—like rust, scratches, or contamination on the end faces—can have major consequences. They can increase vibration, reduce motor efficiency, generate excess heat, and lead to premature failure.
For years, manufacturers relied on manual visual checks. But manual inspection varies from person to person and shifts with fatigue. As production volumes ramp up, this manual approach creates a bottleneck, increases rework costs, and leaves gaps in quality traceability.
The Challenge: Speed, Variety, and Precision
The project goal was to upgrade from manual checks to a fully Automated Vision Inspection system. The requirements were stringent:
- Dual Component Handling: The system needed to inspect 両言語で Stators and Rotors.
- 包括的なカバレッジ： It had to inspect the top and bottom end faces of every unit.
- 柔軟性: The line produces 4 different SKUs. The system needed to automatically recognize the part number and route it correctly without manual intervention.
- トレーサビリティ： Every result had to be linked to the MES（製造実行システム） 長期追跡用。
Surface defects on stators and rotors (like rust or dents) can compromise motor efficiency
The Solution: A Dual-Station Vision Cell
UnitX’s dual-station cell utilizes multi-angle OptiX exposures to detect sub-millimeter defects
使い方：
- フル回転: The part is rotated during inspection to ensure 360-degree coverage of the circular faces.
- Multi-Angle Exposure:活用 UnitX OptiX, the system captures images under different lighting angles to reveal depth-based defects like dents vs. surface-level contamination.
- インテリジェントなルーティング: The system automatically identifies which of the 4 SKUs is on the line and applies the correct AI model.
Results: Sub-Millimeter Precision
UnitX AI inspection solution replaced subjective manual inspections with a data-driven standard that identifies flaws invisible to the naked eye.
- 0.1 mm Defect Sensitivity: Capable of spotting scratches, dents, or occlusions as fine as a human hair—ensuring microscopic imperfections never reach assembly.
- ≤0.5% False Rejection Rate: High-fidelity discrimination that protects your yield by eliminating “pseudo-defects” and unnecessary scrap.
- 0% False Acceptance Rate: Total field reliability. If a functional defect exists, the system captures it—guaranteeing zero False Acceptances.
- < 5s Cycle Time: High-velocity rotor inspection that maintains 100% coverage without slowing down the production heartbeat.
- ≥ 85% OEE: Industrial-grade stability with an equipment fault rate of < 5%, keeping your line optimized and available
Defect Visualization
CorteX AI’s ability to “see” defects is highlighted below. Note how it distinguishes between “Densnap-feature dents” (structural) and simple “Contamination” (cleaning issue).
The AI accurately segments defects ranging from contamination to structural dents
結論
In modern automotive manufacturing, “consistent quality” is just as important as “high quality.” By automating the inspection of Stators and Rotors, UnitX helps manufacturers achieve both. With 0.1mm精度 の三脚と auto-SKU recognition, our system ensures that every motor built is as efficient and reliable as designed.
Ready to automate your motor assembly line?
接触 UnitX to discuss our high-speed inspection cells.
