●Prevent short circuits and burnout: Reverse polarity can directly cause short circuits, ignition, and scrapping of the entire battery pack.
●Ensure correct series-parallel connection: Guarantee consistent orientation of all cells in the module / cluster.
Replace manual inspection: High speed, stability, zero missed detection, and full traceability.

●Prevent short circuits and burnout: Reverse polarity can directly cause short circuits, ignition, and scrapping of the entire battery pack.
●Ensure correct series-parallel connection: Guarantee consistent orientation of all cells in the module / cluster.
Replace manual inspection: High speed, stability, zero missed detection, and full traceability.
●CCD industrial camera: 5MP to 20MP, global shutter
●Lens + light source: Telephoto / fixed focus; coaxial light / ring shadowless light (to highlight pole structure)
●Industrial PC + vision software: OpenCV, Halcon, HVision, template matching / AI classification
●Mechanism: Assembly line / tray, positioning fixture, alarm light, rejection mechanism
Cylindrical cells have stable structural differences between positive and negative electrodes, which serve as the basis for visual recognition:
●Positive electrode (+): Flat / slightly concave, with annular groove, marked “+”, no explosion-proof valve
●Negative electrode (-): With explosion-proof valve (bump / cross / straight line), slightly convex center, marked “-”
Process Flow
1.Cell / module in position → Image capture
2.Preprocessing (noise reduction, enhancement, edge extraction)
3.Feature extraction (pole shape, explosion-proof valve, characters, grayscale difference)
4.Match with standard template → Judge OK / NG
5.Output signal, alarm, mark reverse position
●Application: 18650 / 21700 full trays (5×10 / 6×12, etc.)
●Camera: Single / dual camera top view
●Efficiency: 1–2 seconds per tray (≈100 cells)
●Output: Reverse cell coordinates, NG alarm, data upload to MES
●Application: High-speed line, cells passing one by one
●Camera: Side view / oblique view to capture end face
●Matching: Optical fiber trigger, encoder synchronization
●Training: Massive positive / negative electrode samples → model
●Advantages: Adapt to dirt, deformation, blurred characters, stronger robustness
●Model change: Switch model / arrangement within 10 minutes
●Detection accuracy: ≥99.99%, missed detection rate ≈ 0
●Speed: Single cell < 200ms; full tray < 2s
●Compatibility: 18650 / 21700 / 26650 / 32650, etc.
●Communication: I/O, TCP/IP, MES docking
●Positioning: ±0.1–0.5mm
Feeding → CCD Polarity Inspection → (Rejection) → Spot Welding / Laser Welding → Subsequent Processes
●Misjudgment: Unstable light source, dirty pole, incorrect template → Optimize lighting, clean, recalibrate
●Missed detection: Inaccurate focusing, slow shutter, weak features → Replace coaxial light, increase pixels, enable AI
●Slow model change: Fixed scheme → Save multiple schemes, one-key switch
1.Field of view: Match tray / module size
2.Pixels: ≥12MP for small cells (18650); ≥5MP for large cells
3.Light source: Coaxial light preferred (clearest pole structure)
4.Software: Support template matching + AI, MES, data log
5.Mechanism: Positioning accuracy, rejection stability, protection level