5 papers
Flexible Manufacturing Systems Intralogistics: Dynamic Optimization of AGVs and Tool Sharing Using Coloured-Timed Petri Nets and Actor-Critic RL with Actions Masking
Sofiene Lassoued, Laxmikant Shrikant Bahetic, Nathalie WeiÃ-Borkowskib +2
Flexible Manufacturing Systems (FMS) are pivotal in optimizing production processes in today's rapidly evolving manufacturing landscape. This paper advances the traditional job sho…
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…
Stabilizing Multimodal Autoencoders: A Theoretical and Empirical Analysis of Fusion Strategies
Diyar Altinses, Andreas Schwung
In recent years, the development of multimodal autoencoders has gained significant attention due to their potential to handle multimodal complex data types and improve model perfor…
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,…
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…