94 citations
- Ruhr University BochumDE10 papers
- AGH University of KrakowPL3 papers
- Austrian Academy of SciencesAT3 papers
- Belarusian State UniversityBY3 papers
- Budker Institute of Nuclear PhysicsRU3 papers
- Chinese Academy of SciencesCN3 papers
- Forschungszentrum JülichDE3 papers
- Friedrich-Alexander-Universität Erlangen-NürnbergDE3 papers
- Horia Hulubei National Institute for R and D in Physics and Nuclear EngineeringRO3 papers
- Institute for High Energy PhysicsES3 papers
- Institute for Theoretical and Experimental PhysicsRU3 papers
- Institute of High Energy PhysicsCN3 papers
23 papers
Layer-Specific Lipschitz Modulation for Fault-Tolerant Multimodal Representation Learning
Diyar Altinses, Andreas Schwung
Modern multimodal systems deployed in industrial and safety-critical environments must remain reliable under partial sensor failures, signal degradation, or cross-modal inconsisten…
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…
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…
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…
Introducing PetriRL: An Innovative Framework for JSSP Resolution Integrating Petri nets and Event-based Reinforcement Learning
Sofiene Lassoued, Andreas Schwung
Resource utilization and production process optimization are crucial for companies in today's competitive industrial landscape. Addressing the complexities of job shop scheduling p…
Information Fusion for Assistance Systems in Production Assessment
Fernando Arévalo, Christian Alison M. Piolo, M. Tahasanul Ibrahim +1
We propose a novel methodology to define assistance systems that rely on information fusion to combine different sources of information while providing an assessment. The main cont…