The Institute for Production Management, Technology and Machine Tools (PTW) at TU Darmstadt presented eight research contributions at the 19th CIRP ICME Conference (wird in neuem Tab geöffnet) in Ischia, Italy (July 16–18, 2025).

Our team shared cutting-edge insights on intelligent and integrated production systems, engaging with international experts and exchanging ideas to advance the future of manufacturing.

Representing PTW:

• Viktor Berchtenbreiter – Describing web-based Condition Monitoring Services using the Asset Administration Shell
• Evrim Cicek – Enhancing Deviation Management Using Knowledge Graph based Retrieval-Augmented Generation System
• Gilbert Engert – Methodology for Evaluating the Applicability and Performance of Large Language Models in Human-Machine Interaction for Manufacturing Applications
• Julian Herrmann – A Model Predictive Control Approach Solving Flexible Job Shop Rescheduling Problems with Material Delivery Delays
• Magnus von Elling – Bearing Load Estimation on a Motor Spindle Using Integrated Eddy Current Sensors and Machine Learning | Part-individual process adaption through layer-based geometry analysis in powder bed fusion
• Yuxi Wang – Retrieval-Augmented Generation-based Decision Support System for Deviation Analysis on the Shop Floor
• Robin Zink – An Empirical Comparison of Machine Learning Methods for Thermal Load Forecasting in Industrial Production Systems

We are proud to contribute to CIRP (wird in neuem Tab geöffnet) – this vibrant global research community and look forward to continue with collaborations and knowledge exchange.