Federated Learning Meets the Shop Floor in Siemens PCB Production Facilities

Date:

Wednesday, November 15, 2023

Time:

10:45 am

Room:

Bernstein

Summary:

Optimizing production across factories requires industrial-grade AI. Discover how Federated Learning helps tackling manufacturing challenges while retaining control of IP. Explore the case study using Katulu’s FL Suite in Siemens’ industrial PCB production to improve quality control and reduce misclassification errors. We will address key challenges, such as data onboarding and management, model lifecycle and security that are essential for the success.

Transforming Electronic Manufacturing through AI-based Visual Inspection at Siemens

Date:

Wednesday, November 15, 2023

Time:

11:15 am

Summary:

Production processes are often prone to failures and defects due to heavy manual works which lead to increased production costs and delays. Here, Majid demonstrates not only an end-to-end automatic visual inspection based on the state-of-the-art object detection algorithms to verify the correct assembly of through-hole technology components on printed circuit boards with live feedback in real-time to avoid slippage of defective products, but also invaluable lessons learned for a successful end-to-end product.

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