Online Monitoring of Mechanical Loads

Munich Physical AI Workshop and Meetup - September 23, 2026

Sep 23, 2026 · Time to be announced

Vehicle components are constantly affected by forces caused by acceleration, braking, road conditions, and driving behavior. These forces create material stresses, and repeated stress over time leads to fatigue—one of the main causes of component failure. Understanding how loads translate into stress and ultimately into damage is therefore essential. In this talk, we present how a machine learning model can estimate mechanical loads even in vehicles without dedicated sensors for this purpose. By reconstructing hidden stresses from available vehicle data, the solution enables real-time fatigue assessment, improves component durability predictions, and supports safer, more reliable vehicle designs—without requiring additional hardware.

Session status: scheduled

Official session / agenda

Saving a session is not registration. Check the official agenda for availability, eligibility and any additional fees.

Speakers and their event affiliations

Parent event

In person · Impact Hub Munich, Munich, Germany

This describes the parent event. Confirm the session’s attendance requirements with the organizer.

Companies participating in the parent event

These are event-level relationships, not confirmed sponsorship of this session.