5 citations · 18 across the 10 of their papers we have counts for
4 papers · 1 filter
Distributed Optimization of Modular Production Systems using Model-based Reinforcement Learning with Inverse Models
Andreas Schwung, Steve Yuwono, Sofiene Lassoued +1
This paper presents a novel approach for data-driven self-learning control of highly flexible, modular manufacturing systems. Specifically, we employ a novel framework for model-ba…
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 Weiß-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…
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…