Post by ZF Group

Artificial Intelligence – so hot right now. Especially in thermal management. Electric motors are getting more powerful, more complex. In turn, advanced cooling concepts and voltage levels are pushing traditional thermal management calibration to its limits. But what if complexity wasn’t calibrated, but trained? That’s the basic concept of TempAI, ZF’s AI-driven modeling approach without additional physical temperature sensors. TempAI replaces manual calibration with machine learning, turning data into a functional advantage purely through software: 🔹 70% reduction in calibration effort 🔹 50% higher temperature accuracy 🔹 50% less heavy rare earth usage 🔹 16% lower CO₂ footprint We deliver smarter electric drives, faster development cycles and embedded functions that scale with complexity instead of being limited by it.