AI masterclass 2026: takeaways on turning physical test data into competitive advantage

AI master class 2026: takeaways on turning physical test data into competitive advantage

From raw test data to AI-driven decisions in just three days—here’s what happened at the AI Master class in Leuven, where engineers got hands-on with AI.
Over three intensive days, participants progressed from AI fundamentals to building fully integrated workflows. They learned how to prepare AI-ready data, automate validation and feature extraction, and train models for real engineering use cases, including road-noise prediction and manufacturing quality classification.
By combining physical testing expertise with scalable AI workflows, the master class demonstrated how organizations can accelerate decision-making, improve model reliability, and unlock the full value of their test data—today and in the future.

Industrial blocked force testing with AutoCMX

The future of industrial blocked force testing is here. Introducing Automated component model extraction (AutoCMX)

AutoCMX introduces a breakthrough in industrial blocked force testing, enabling suppliers and OEMs to digitalize component integration with unprecedented efficiency and accuracy. By automating the ISO 20270 workflow, it eliminates manual bottlenecks—reducing measurement time from days to hours while delivering consistent, repeatable results. Built on Simcenter SCADAS hardware and Testlab software, AutoCMX empowers scalable validation, virtual integration, and earlier NVH insight, accelerating development and improving decision-making across the product lifecycle.

Simcenter physical testing: Valuable monthly archive older than 12 months

This newspaper archive provides access to Simcenter physical testing blog articles overview published prior to the most recent 12 months….

Unlock testing excellence: Your monthly Simcenter physical testing update | June 2026

Discover the latest news from Simcenter Physical Testing that are transforming the way engineers approach testing. Check back regularly as we continuously update this blog with the freshest Simcenter Physical Testing news, tips, and insights.

Transfer path analysis cover image: nvh challenges

Solve complex NVH challenges across the development process with Simcenter

Discover how Transfer Path Analysis (TPA) helps engineers solve NVH challenges by identifying noise and vibration sources, quantifying contributions, and enabling earlier, data-driven design decisions.

Automotive Testing expo 2026

There’s still time to register for Automotive Testing Expo 2026: Experience AI powered performance engineering with Simcenter

Explore how AI-powered performance engineering is transforming automotive development at Automotive Testing Expo Europe 2026. At Hall 1, Booth #1930, Siemens will showcase how virtual prototyping, AI-driven data workflows and physical testing come together to help engineering teams accelerate development, improve decision-making and validate performance with greater confidence.

Automotive Testing Expo 2026: Experience the future of testing and validation with Simcenter physical testing!

Join Siemens at Automotive Testing Expo 2026 (June 23–25, Messe Stuttgart) and discover how automotive engineers are testing earlier, smarter, and faster—with greater confidence and fewer physical prototypes.

Environmental testing masterclass Europe 2026

Mastering dynamic environments: Advanced environmental testing master class 2026

Dynamic Environmental shaker testing plays a critical role in ensuring that products can withstand the demanding conditions they encounter during…

Simcenter SCADAS RS for rugged data acquisition for military vehicles

Rugged data acquisition for land system readiness: The role of Simcenter SCADAS RS in noise and vibration validation

Discover how rugged data acquisition with Simcenter SCADAS RS enables reliable noise and vibration testing for military and armored vehicles in extreme field conditions