VFBATTERY REPORT

Software / AI

Pages 455–485 (31 pages)

Battery Report 2025, page 466: Software / AI
Text on page 466

Manufacturing Data Infrastructure

Advanced Analytics & AI

yield optimization

predictive maintenance

defect detection (vision)

process optimization & more

OFFICE

Enterprise Resource Planning

TYPES OF MANUFACTURING DATA IoT/FDC

Equipment sensor data collection

Process

Metrology, run card, materials, MES, etc.

Manufacturing Execution System

Electrode Area Server

Statistical Process Control Server

Alarm Server SCADA System

PLANT

Operations Command Center

Analytics Server

Assembly Area Server

Warehouse Management System

Formation Area Server

Image

X-ray, visible spectrum imaging, optical, etc. Testing End-of-line: formation, aging, QC and beyond Digital Thread / Genealogy Cell, module, pack traceability; batch, lot, recipe linkage Sustainability & Compliance Data Energy consumption, CO2, footprint, Regulatory reporting EU Battery Regulation) Each data type is unique, requiring its own data storage and characterization strategy. For example, images take up a lot of space and may require a unique storage approach.

Manufacturers must integrate inspection, sensors, test, and AI systems into a unified data backbone to enable better traceability, real-time optimization and control, and regulatory compliance.

Source: PDF Solutions, Graph from Internal Experts

Extracted from the PDF; charts and images may read imperfectly.

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