Research

Manufacturing systems can achieve higher efficiency and flexibility through increased autonomy, but this requires solutions that work safely under uncertainty while maintaining precision.[...] Traditional control systems assume perfect models and predictable conditions. Real industrial environments have unknown disturbances, changing parameters, and safety constraints where fai[...] Our research addresses these challenges through the combination of physics-informed artificial intelligence, domain knowledge, optimization and contol methods for improving various aspect[...] enable flexible automation.