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E3TAM

Wrinkle and dent detection on pouch cell surfaces

Solution concept

The pouch cell stops on its pallet under the gantry and is imaged from above under diffuse lights fired in turn from four directions. AI-based surface analysis extracts wrinkle and dent regions as a mask; a suspect cell is pushed into the reject bin.

Artificial intelligencemultidirectional diffuse lightAI surface analysisdefect mask
Information delivered

The defect mask is sent to the operator display and the cell record; the PLC triggers the reject pusher and the suspect cell is removed to the reject bin together with its pallet.

Wrinkle and dent detection on pouch cell surfacesILLUSTRATIVE SIMULATION
Wrinkle and dent detection on pouch cell surfaces
  1. 01 Positioning
  2. 02 Acquire
  3. 03 Analyse
  4. 04 Decide
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The pouch cell arrives on its pallet and stops under the gantry.

Marked area
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Suspect region
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Scenes are illustrative simulations; they are not customer references or performance guarantees.

Need

The flexible reflective pouch surface changes its reflection even with small folds. Normal package texture is difficult to distinguish from wrinkle and dent traces under a single light direction.

Solution approach

Diffuse bar lights around the overhead camera fire in turn; light from each direction shades a different slope of a fold. The AI model extracts regions that differ from normal package texture in these images as a mask; mask position and area are evaluated for the decision.

Process steps

  1. 01

    Positioning

    The pouch cell arrives on its pallet and stops under the gantry.

  2. 02

    Acquire

    The diffuse lights fire in turn from four directions; the overhead camera captures an image for each.

  3. 03

    Analyse

    AI analysis masks the suspect fold and extracts its area.

  4. 04

    Decide

    The wrinkled cell is pushed into the reject bin.

Vision system design

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We test your sample in our laboratory and report on resolution, optics and lighting selection.

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Esentepe / İstanbul · İkitelli OSB Laboratory
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