Catching Scrap Early in Battery Gigafactories
Why cell plants still scrap 15-30% of early output, and how inline measurement and cell genealogy move defect detection from the gate back to the coater.
Field Notes · Topic
machine vision
Articles tagged “machine vision” on the Zoniax blog — field notes on industrial operations intelligence.
Industrial AI in Food & Beverage: Yield, Uptime, Quality
Where machine vision, soft sensors, and predictive maintenance actually have to run on a regulated production line.
Computer-Vision Scrap Sorting: Cleaner Charge, Less Copper
Cameras grade scrap by sight, but it takes spectroscopy to read the copper that wrecks a heat, and a control loop to act before the grab closes.
Computer-Vision Quality Inspection: Five Myths
A vision cell sees what a tired inspector misses, but only if the engineering and the claims around it are honest.