AS
Andreas Schwung
cs.LGcs.AIcs.GTcs.CVcs.SYeess.SYstat.MLcs.RONeural Networks, Computercs.MA
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, Stefan Lier
1 version
Preprints & journals
42 papers in the corpus · 2019–2026From 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
Learning Neural Feedback Linearization for Data-driven Systems via Augmented Lagrangian2609.25163v1 · Lakshmi Priya P. K., Andreas Schwung2026 · 0 citationsarXiv
Distributed Optimization of Modular Production Systems using Model-based Reinforcement Learning with Inverse Models2609.11615v1 · Andreas Schwung, Steve Yuwono, Sofiene Lassoued 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
Layer-Specific Lipschitz Modulation for Fault-Tolerant Multimodal Representation Learning2603.25103v1 · Diyar Altinses, Andreas Schwung2026 · 0 citationsarXiv
Prior-Informed Neural Network Initialization: A Spectral Approach for Function Parameterizing Architectures2603.16376v1 · David Orlando Salazar Torres, Diyar Altinses, Andreas Schwung2026 · 1 citationarXiv
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
Integrating Deep Model-Based Learning With Modular State-Based Stackelberg Games for Self-Optimizing Distributed Production Systems.40996999 · Yuwono, Steve, Schwung, Andreas, Schwung, Dorothea2025 · 3 citationsIEEE transactions on cybernetics. 2026;56(1):3-14
Stabilizing Multimodal Autoencoders: A Theoretical and Empirical Analysis of Fusion Strategies2512.20749v1 · Diyar Altinses, Andreas Schwung2025 · 0 citationsarXiv
Data driven feedback linearization of nonlinear control systems via Lie derivatives and stacked regression approach2508.13241v1 · Lakshmi Priya P. K., Andreas Schwung2025 · 0 citationsarXiv
Resampling Multi-Resolution Signals Using the Bag of Functions Framework: Addressing Variable Sampling Rates in Time Series Data.40807924 · Salazar Torres, David Orlando, Altinses, Diyar, Schwung, Andreas2025 · 2 citationsSensors (Basel, Switzerland). 2025;25(15)
Real Time Self-Tuning Adaptive Controllers on Temperature Control Loops using Event-based Game Theory2506.13164v1 · Steve Yuwono, Muhammad Uzair Rana, Dorothea Schwung et al.2025 · 0 citationsarXiv
Luré-Postnikov Stability Analysis of Closed-Loop Control Systems with Gated Recurrent Neural Network-based Virtual Sensors2505.11539v2 · Eric Hilgert, Andreas Schwung2025 · 0 citationsarXiv
Time series compression using quaternion valued neural networks and quaternion backpropagation.40286679 · Pöppelbaum, Johannes, Schwung, Andreas2025 · 3 citationsNeural networks : the official journal of the International Neural Network Society. 2025;188:107465
Impact of Evidence Theory Uncertainty on Training Object Detection Models2412.17405v1 · M. Tahasanul Ibrahim, Rifshu Hussain Shaik, Andreas Schwung2024 · 0 citationsarXiv
Predicting Wall Thickness Changes in Cold Forging Processes: An Integrated FEM and Neural Network approach2411.13366v2 · Sasa Ilic, Abdulkerim Karaman, Johannes Poppelbaum et al.2024 · 4 citationsarXiv
Self-optimization in distributed manufacturing systems using Modular State-based Stackelberg Games2410.22912v1 · Steve Yuwono, Ahmar Kamal Hussain, Dorothea Schwung et al.2024 · 10 citationsarXiv
Transfer learning of state-based potential games for process optimization in decentralized manufacturing systems2408.05992v3 · Steve Yuwono, Dorothea Schwung, Andreas Schwung2024 · 5 citationsarXiv
Distributed Stackelberg Strategies in State-based Potential Games for Autonomous Decentralized Learning Manufacturing Systems2408.06397v1 · Steve Yuwono, Dorothea Schwung, Andreas Schwung2024 · 11 citationsarXiv
Improving Quaternion Neural Networks with Quaternionic Activation Functions2406.16481v1 · Johannes Poppelbaum, Andreas Schwung2024 · 9 citationsarXiv
Gradient-based Learning in State-based Potential Games for Self-Learning Production Systems2406.10015v1 · Steve Yuwono, Marlon Loppenberg, Dorothea Schwung et al.2024 · 6 citationsarXiv
Introducing PetriRL: An Innovative Framework for JSSP Resolution Integrating Petri nets and Event-based Reinforcement Learning2402.00046v2 · Sofiene Lassoued, Andreas Schwung2024 · 31 citationsJournal of Manufacturing Systems (2024)
Information Fusion for Assistance Systems in Production Assessment2309.00157v1 · Fernando Ar'evalo, Christian Alison M. Piolo, M. Tahasanul Ibrahim et al.2023 · 5 citationsarXiv
PLC-Informed Distributed Game Theoretic Learning of Energy-Optimal Production Policies.35731749 · Schwung, Dorothea, Yuwono, Steve, Schwung, Andreas et al.2023 · 17 citationsIEEE transactions on cybernetics. 2023;53(9):5424-5435
Gradient Monitored Reinforcement Learning.34695008 · Abdul Hameed, Mohammed Sharafath, Chadha, Gavneet Singh, Schwung, Andreas et al.2023 · 14 citationsIEEE transactions on neural networks and learning systems. 2023;34(8):4106-4119
Self Optimisation and Automatic Code Generation by Evolutionary Algorithms in PLC based Controlling Processes2304.05638v1 · Marlon Loppenberg, Andreas Schwung2023 · 11 citationsarXiv
Quaternion Backpropagation2212.13082v1 · Johannes Poppelbaum, Andreas Schwung2022 · 0 citationsarXiv
Anomaly Detection using Ensemble Classification and Evidence Theory2212.12092v1 · Fernando Ar'evalo, Tahasanul Ibrahim, Christian Alison M. Piolo et al.2022 · 6 citationsarXiv
AWADA: Attention-Weighted Adversarial Domain Adaptation for Object Detection2208.14662v1 · Maximilian Menke, Thomas Wenzel, Andreas Schwung2022 · 3 citationsarXiv
Production Assessment using a Knowledge Transfer Framework and Evidence Theory2207.03611v1 · Fernando Arevalo N., Christian Alison M. Piolo, Tahasanul Ibrahim et al.2022 · 8 citationsarXiv
Distributed Self-Optimization of Modular Production Units: A State-Based Potential Game Approach.32726287 · Schwung, Dorothea, Schwung, Andreas, Ding, Steven X2022 · 30 citationsIEEE transactions on cybernetics. 2022;52(4):2174-2185
Deep Convolutional Clustering-Based Time Series Anomaly Detection.34450930 · Chadha, Gavneet Singh, Islam, Intekhab, Schwung, Andreas et al.2021 · 41 citationsSensors (Basel, Switzerland). 2021;21(16)
Predicting Rigid Body Dynamics using Dual Quaternion Recurrent Neural Networks with Quaternion Attention2011.08734v1 · Johannes Poppelbaum, Andreas Schwung2020 · 13 citationsAccess-2022-18871
Curiosity Based Reinforcement Learning on Robot Manufacturing Cell2011.08743v1 · Mohammed Sharafath Abdul Hameed, Md Muzahid Khan, Andreas Schwung2020 · 0 citationsarXiv
Graph neural networks-based Scheduler for Production planning problems using Reinforcement Learning2009.03836v2 · Mohammed Sharafath Abdul Hameed, Andreas Schwung2020 · 68 citationsarXiv
Bidirectional deep recurrent neural networks for process fault classification.32684422 · Chadha, Gavneet Singh, Panambilly, Ambarish, Schwung, Andreas et al.2021 · 105 citationsISA transactions. 2020;106:330-342
Neural Logic Rule Layers1907.00878v1 · Jan Niclas Reimann, Andreas Schwung2019 · 15 citationsarXiv
Learning the Non-linearity in Convolutional Neural Networks1905.12337v1 · Gavneet Singh Chadha, Andreas Schwung2019 · 4 citationsarXiv
Generalized Dilation Neural Networks1905.02961v1 · Gavneet Singh Chadha, Jan Niclas Reimann, Andreas Schwung2019 · 0 citationsarXiv
Career total: 224 works. 42 are in this corpus.
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