3 papers
cs.LG2025
Transfer learning of state-based potential games for process optimization in decentralized manufacturing systems
Steve Yuwono, Dorothea Schwung, Andreas Schwung
This paper presents a novel online transfer learning approach in state-based potential games (TL-SbPGs) for distributed self-optimization in manufacturing systems. The approach tar…
cs.AI2025
Real Time Self-Tuning Adaptive Controllers on Temperature Control Loops using Event-based Game Theory
Steve Yuwono, Muhammad Uzair Rana, Dorothea Schwung +1
This paper presents a novel method for enhancing the adaptability of Proportional-Integral-Derivative (PID) controllers in industrial systems using event-based dynamic game theory,…
cs.AI2024
Self-optimization in distributed manufacturing systems using Modular State-based Stackelberg Games
Steve Yuwono, Ahmar Kamal Hussain, Dorothea Schwung +1
In this study, we introduce Modular State-based Stackelberg Games (Mod-SbSG), a novel game structure developed for distributed self-learning in modular manufacturing systems. Mod-S…