- Research Article
- 10.1088/1742-6596/3104/1/012062
Increasing energy efficiency in hot forming processes using a hybrid approach combining ML-methods and physics-based simulation
- Sep 01, 2025
- Journal of Physics: Conference Series
- Stefan Polster + 4 more +4
Abstract The optimisation of energy-intensive processes such as the press hardening process plays a key role in reducing waste, lowering energy consumption and promoting sustainable production. In the Emuldan project (‘Increasing energy efficiency in production through multivalent data use’), an architecture-supported process model and corresponding interoperable software tools were developed to systematically tap optimisation potential in production technology systems. The focus is on the use of machine learning (ML) methods regarding the interaction of data-based approaches with physically based simulation models. By combining ML methods and simulation based on physical modelling, a hybrid approach was developed for a new type of control system. This approach enables the precise determination of process windows and the setting of optimum operating points in real production environments. This makes it possible to address conflicting objectives such as reducing waste, improving energy efficiency, monitoring quality and optimising cycle times. The combination of simulation results and real process data in hybrid models makes it possible to optimally fulfil energy efficiency and quality requirements at the same time. The shifting of process parameters to the edges of the process window requires model-based controls to avoid process instabilities. This article presents the possibilities of intelligent process control using hybrid ML methods and multivalent data utilisation, using the example of the hot forming process. It also shows how such approaches can help to make production more sustainable and resource efficient. Finally, the article provides an outlook on future research approaches and further developments in the field of data-driven manufacturing technologies.
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