Decentralized learning of energy optimal production policies using PLC-informed reinforcement learning D Schwung, S Yuwono, A Schwung, SX Ding Computers & Chemical Engineering 152, 107382, 2021 | 29 | 2021 |
MLPro 1.0-Standardized reinforcement learning and game theory in Python D Arend, S Yuwono, MR Diprasetya, A Schwung Machine Learning with Applications 9, 100341, 2022 | 18 | 2022 |
PLC-informed distributed game theoretic learning of energy-optimal production policies D Schwung, S Yuwono, A Schwung, SX Ding IEEE Transactions on Cybernetics 53 (9), 5424-5435, 2022 | 13 | 2022 |
MLPro—An integrative middleware framework for standardized machine learning tasks in Python D Arend, MR Diprasetya, S Yuwono, A Schwung Software Impacts 14, 100421, 2022 | 8 | 2022 |
Dynamic robot routing optimization: State–space decomposition for operations research-informed reinforcement learning M Löppenberg, S Yuwono, MR Diprasetya, A Schwung Robotics and Computer-Integrated Manufacturing 90, 102812, 2024 | 6 | 2024 |
Model-based learning on state-based potential games for distributed self-optimization of manufacturing systems S Yuwono, A Schwung Journal of Manufacturing Systems 71, 474-493, 2023 | 6 | 2023 |
The impact of communication and memory in state-based potential game-based distributed optimization S Yuwono, A Schwung, D Schwung 2022 IEEE 20th International Conference on Industrial Informatics (INDIN …, 2022 | 6 | 2022 |
Gradient-based Learning in State-based Potential Games for Self-Learning Production Systems S Yuwono, M Löppenberg, D Schwung, A Schwung arXiv preprint arXiv:2406.10015, 2024 | 3 | 2024 |
MLPro-MPPS-A Versatile and Configurable Production Systems Simulator in Python S Yuwono, M Löppenberg, D Arend, MR Diprasetya, A Schwung 2023 IEEE 2nd Industrial Electronics Society Annual On-Line Conference …, 2023 | 3 | 2023 |
A Model-Based Deep Learning Approach for Self-Learning in Smart Production Systems S Yuwono, A Schwung 2023 IEEE 28th International Conference on Emerging Technologies and Factory …, 2023 | 3 | 2023 |
Integration of ABB Robot Manipulators and Robot Operating System for Industrial Automation MR Diprasetya, S Yuwono, M Löppenberg, A Schwung 2023 IEEE 21st International Conference on Industrial Informatics (INDIN), 1-7, 2023 | 3 | 2023 |
MLPro-MPPS—A high-performance simulation framework for customizable production systems S Yuwono, M Löppenberg, D Arend, MR Diprasetya, A Schwung Software Impacts 16, 100509, 2023 | 3 | 2023 |
MLPro-A synoptic framework for standardized machine learning tasks in Python D Arend, S Yuwono, MR Diprasetya, A Schwung MLWA-D-22-00163, 2021 | 2 | 2021 |
Distributed Stackelberg Strategies in State-based Potential Games for Autonomous Decentralized Learning Manufacturing Systems S Yuwono, D Schwung, A Schwung arXiv preprint arXiv:2408.06397, 2024 | 1 | 2024 |
Transfer learning of state-based potential games for process optimization in decentralized manufacturing systems S Yuwono, D Schwung, A Schwung arXiv preprint arXiv:2408.05992, 2024 | 1 | 2024 |
Model Predictive Control with Adaptive PLC-based Policy on Low Dimensional State Representation for Industrial Applications S Yuwono, A Schwung 2023 31st Mediterranean Conference on Control and Automation (MED), 883-889, 2023 | 1 | 2023 |
MLPro-GT-game theory and dynamic games modeling in Python S Yuwono, D Arend, A Schwung SoftwareX 28, 101956, 2024 | | 2024 |
Self-optimization in distributed manufacturing systems using Modular State-based Stackelberg Games S Yuwono, AK Hussain, D Schwung, A Schwung arXiv preprint arXiv:2410.22912, 2024 | | 2024 |
Improving The Effectiveness of The Rectification Area in PT. XYZ By Developing Vehicle Priority Sign, Rectification Report and Feedback Loop S Yuwono, S Awibowo, ES Pratomo Swiss German University, 2018 | | 2018 |