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คุณภาพความเร็วสูง: การตรวจสอบแบตเตอรี่ห่อไมลาร์ด้วย AI อย่างเชี่ยวชาญ

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Mylar-Wrapped Cell Surface Inspection Case Study | UnitX

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Introduction: The Mylar Inspection Challenge

In the final stages of Lithium-ion battery assembly, cells are often wrapped in Mylar (PET film) to provide essential electrical insulation and mechanical protection. While Mylar is excellent for protection, it is notoriously difficult to inspect automatically.

Why? Mylar is reflective, flexible, and prone to surface variations. When a battery cell travels down the line wrapped in this material, detecting defects like blisters, wrinkles, or transparent oily residues against a shiny background is a nightmare for traditional machine vision. Furthermore, as production demands increase, these inspections must happen on the fly—without stopping the line.

ความท้าทายในการตรวจสอบไมลาร์

The Challenge: Speed vs. Clarity

The specific project goal was to perform a comprehensive inspection of both the front and back surfaces of the Mylar-wrapped cell immediately after overmolding and adhesive application.

The hurdles were significant:

  1. พื้นผิวสะท้อนแสง: The glossy nature of Mylar easily leads to overexposure (glare) or underexposure (shadows), hiding defects.
  2. Defect Variety: The system needed to catch a wide spectrum of issues, from obvious metallic foreign objects to subtle blisters (air bubbles) และ transparent adhesive residue.
  3. Sampling Resolution vs. Cycle Time: บรรลุเป้าหมาย sub-millimeter pixel resolution required to detect micro-defects across the entire cell surface—while maintaining the high-velocity throughput of the production line—demands massive data processing power without introducing latency.

The Solution: Staggered Optics & Fly Capture

UnitX implemented a sophisticated “Fly Capture” solution, meaning the system inspects the battery while it is in motion (at speeds of 250mm / S), rather than stopping it.

To address the large surface area, we employed a unique vertically staggered configuration ด้วย UnitX OptiX หน่วย

Staggered Optics Fly Capture

UnitX Visual Inspection System Highlights:

  • ขยายความครอบคลุม: By staggering two OptiX units vertically, the system ensures 100% height coverage and utilizes advanced image stitching to generate a high-resolution image composite of the entire battery surface for holistic analysis.
  • แสงสว่างอัจฉริยะ: Custom light  patterns neutralize Mylar’s surface glare, exposing ‘invisible’ defects typically obscured by high-gloss substrates.
  • Edge-AI Processing Power: ประกอบตกแต่งด้วย 4 ทำข้อมูลให้ตรงกัน OptiX ระบบภาพ และ UnitX CorteX AI central, the hardware architecture delivers the high-speed processing necessary for real-time, AI-driven defect detection.

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The AI model proved its robustness by detecting defects that are often invisible to the naked eye under conventional lighting. The system successfully identifies:

  • วัตถุแปลกปลอม: Both metallic and non-metallic debris.
  • Surface Flaws: Scratches, damage, and wrinkles in the film.
  • Process Defects: Blisters (bubbles under the film) and oily residues.

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The Results: Precision at 250mm/s

UnitX Visual Inspection system’s performance in a live production environment demonstrated that high speed does not require sacrificing accuracy.

  • Total Defect Containment: กับ 0% escape rate, the system provides 100% confidence in every unit shipped. No scratches, contaminants, or blisters passed through the visual system.
  • Solving the “Over-Kill” Problem: Because Mylar’s surface is visually “noisy,” standard sensors often reject good parts. UnitX’s intelligent discrimination maintains an ultra-low FR≤ 0.5%, ensuring only scrap what is truly broken.
  • High-Velocity Capture: ปฏิบัติการที่ 250mm / S, with fly-capture technology eliminates the need for the line to “stop and wait.” The result is a ≤2 second cycle time that keeps daily throughput at its peak.

The inspection keeps pace with the fastest assembly lines, ensuring quality control is never the bottleneck.

สรุป

Inspecting Mylar-wrapped cells doesn’t have to be a trade-off between speed and accuracy. With UnitX’s optimized lighting and AI-driven fly capture technology, manufacturers can ensure that every cell entering the final assembly is perfectly insulated and defect-free.

Looking for high-speed inspection solutions?

เอื้อมมือออกไปที่ UnitX ทีม to discuss your surface inspection challenges.

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