SL
Stefan Lier
cs.AIcs.ROcs.SYeess.SYindustrial chemistrymodular processesprocess designscalabilitysmart factory
On Valency
published · living versionsW_5uy9bp2g·v1 · currentpublished
From Comparison to Selection: Enhancing Cross-Scale Generalization of Pointer Networks Trained with Reinforcement Learning for Capacitated Vehicle Routing Problem
with Sofiene Lassoued, Devara Tertia, Andreas Schwung
1 version
Preprints & journals
7 papers in the corpus · 2018–2026From Comparison to Selection: Enhancing Cross-Scale Generalization of Pointer Networks Trained with Reinforcement Learning for Capacitated Vehicle Routing Problem2610.27936v3 · Sofiene Lassoued, Devara Tertia, Stefan Lier et al.2026 · 0 citationsarXivon Valency
Conflict-Predictive Variable Horizons in Multi-Drone Distributed Model Predictive Control2609.13270v1 · Linda Mumken, Michael Schwung, Stefan Lier et al.2026 · 0 citationsarXiv
Distributed Model Predictive Control with Adaptive Safety Zones for Multi-Fleet Drone Operations2606.20651v1 · Linda Mumken, Diyar Altinses, Michael Schwung et al.2026 · 0 citationsarXiv
Policy-Based Deep Reinforcement Learning Hyperheuristics for Job-Shop Scheduling Problems2601.11189v1 · Sofiene Lassoued, Asrat Gobachew, Stefan Lier et al.2026 · 0 citationsarXiv
Policy-Based Reinforcement Learning with Action Masking for Dynamic Job Shop Scheduling under Uncertainty: Handling Random Arrivals and Machine Failures2601.09293v1 · Sofiene Lassoued, Stefan Lier, Andreas Schwung2026 · 0 citationsarXiv
Flexible Manufacturing Systems Intralogistics: Dynamic Optimization of AGVs and Tool Sharing Using Coloured-Timed Petri Nets and Actor-Critic RL with Actions Masking2601.04887v1 · Sofiene Lassoued, Laxmikant Shrikant Bahetic, Nathalie Weiß-Borkowskib et al.2026 · 5 citationsJournal of Manufacturing Systems Journal of Manufacturing Systems Volume 82, October 2025, Pages 405-419
Roadmap for a Smart Factory: A Modular, Intelligent Concept for the Production of Specialty Chemicals.29297982 · Reitze, Arnulf, Jürgensmeyer, Nikolas, Lier, Stefan et al.2019 · 35 citationsAngewandte Chemie (International ed. in English). 2018;57(16):4242-4247
Career total: 102 works. 7 are in this corpus.
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