AREA Cognitive Production Systems

Soft sensing, hybrid modeling and autonomous acting for metal and polymer production

We create the production systems of tomorrow: cognitive, sustainable, and human-centered. Whether it’s a circular saw, a CNC machine, a plastic extruder, or a laboratory device – we transform every system into an intelligent partner in value creation. With state-of-the-art technologies, our solutions enable machines to capture and model data smartly, boost efficiency and sustainability, and keep people at the very heart of production.

Research Approach

Our research approach leverages existing sensor technologies and soft sensor data to extract new insights from available data streams. Based on physical principles, we employ novel hybrid modeling techniques, enhanced with AI-driven refinements. In doing so, we integrate expertise from batch and continuous production as well as from metal and polymer applications. The goal is to realize cognitive, sustainable, and human-centered production systems.

Technologies and Innovations

  • Utilization of existing sensors and inline sensing to capture production data
  • Extraction of new insights from existing data streams for data-driven decisions
  • Development of novel hybrid modeling techniques based on physical principles, enhanced with AI refinements
  • Integration of expertise from batch and continuous production as well as metal and polymer applications

Industries

  • Automotive
  • Automatization and Control Technology
  • End-products
  • Aviation
  • Process Industry
  • Tools and Components