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.

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….

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.

E-drivetrain measurements to insights

A 4-step approach to transform multiphysics e-drivetrain measurements into meaningful initial engineering insights

Electric drivetrain programs generate massive amounts of multiphysics data — yet many teams still struggle to turn it into trusted engineering decisions. This article presents a proven 4‑step approach to transform raw electrical, mechanical, and vibration measurements into validated, correlated, and repeatable insights, using a unified Simcenter Testlab workflow from measurement to decision.

Using AI for wheel force measurement

Wheel force measurement is essential, but it doesn’t need to be so expensive thanks to AI

This blog post was co-written with Wouter Vandermeulen, principal engineer for Simcenter Engineering Services. Understanding the forces on wheels is…

Accelerate EV geartrain NVH simulation: 5x faster with Simcenter 3D Motion

Why NVH performance matters The electric vehicle (EV) revolution is here, promising a cleaner, more efficient future for transportation. But…

The rocket that refused to behave – The ultimate guide to spider element automation for rocket and aerospace structures

How one engineer wrestled misaligned interfaces, unexpected modes, and stubborn joints into submission — with help from Simcenter 3D The…

Test data consolidation

Streamlining data: Efficient test data consolidation with Simcenter Testlab

As test engineers, we gather immense amounts of information from proving grounds and public roads alike. While acquiring this data is crucial, the real challenge often emerges afterward: data consolidation. Traditionally, this means manually sifting through hours of recordings, segmenting them, and wrestling with inconsistent naming conventions. This isn’t just tedious; it’s a significant bottleneck, consuming valuable engineering time and introducing errors that hinder analysis.
What if you could automate this entire process? Imagine long recordings intelligently segmented with GPS precision, and runs automatically named with clear, descriptive conventions, even incorporating dynamic suffixes for specific driving maneuvers. Read how Simcenter Testlab allows you to do test data consolidation efficiently.