TY - CHAP A1 - Schiendorfer, Alexander A1 - Lisca, Gheorghe A1 - Outafraout, Karima A1 - Michailov, Lilia A1 - Kätzel, Pascal A1 - Felix, Rudolf ED - Endriss, Ulle ED - Melo, Francisco S. ED - Bach, Kerstin ED - Bugarín-Diz, Alberto ED - Alonso-Moral, José M. ED - Barro, Senén ED - Heintz, Fredrik T1 - Gas Grid Copilot: Can a MORL Agent Assist a Dispatcher in Managing a Gas Grid? T2 - ECAI 2024: 27th European Conference on Artificial Intelligence, 19–24 October 2024, Santiago de Compostela, Spain, Including 13th Conference on Prestigious Applications of Intelligent Systems (PAIS 2024), Proceedings N2 - The distribution of fuel gases is undergoing major changes due to decarbonization efforts: Non-fossil gases such as biomethane or renewable hydrogen can lead to the reuse of existing gas infrastructure for gas storage, transport, and distribution to reduce greenhouse gas emissions while maintaining a high energy security. For safe and efficient operation, we propose Gas Grid Copilot (GGC) as a demonstrator of a multi-objective reinforcement learning agent that trains in a simulated gas grid environment to control a grid by modifying its inflow into a mass storage. Multiple, possibly conflicting reward signals are included. Their conflicts and synergies of rewards are analyzed using techniques from multi-criteria decision making, more specifically a conflict interaction matrix based on extended fuzzy logic. That way, dispatchers of a gas grid can explore the effects of reward prioritizations and their consequences safely. UR - https://doi.org/10.3233/FAIA241025 Y1 - 2024 UR - https://doi.org/10.3233/FAIA241025 UR - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:573-53069 SN - 978-1-64368-548-9 SP - 4443 EP - 4446 PB - IOS Press CY - Amsterdam ER - TY - CHAP A1 - Baschin, Anja A1 - Baschin, Michelle A1 - Böselt, Reinhard A1 - Felix, Rudolf A1 - Fernandez, Cesareo A1 - Gehring, Sven A1 - Görtz, Alexander A1 - Harpeng, Lars A1 - Hei, Yuguang A1 - Hildebrandt, Niclas A1 - Hügging, Thomas A1 - Kätzel, Pascal A1 - Kolberg, Kristoffer-Robin A1 - Kuoza, Leonid A1 - Luzius, Lukas A1 - Lisca, Gheorghe A1 - Michailov, Lilia A1 - Multhaup, Werner A1 - Outafraout, Karima A1 - Proch, Fabian A1 - Schiendorfer, Alexander A1 - Simmanek, Marcel A1 - Streubel, Tom T1 - Industrielle Künstliche Intelligenz für sichere Gasnetze T2 - Tagungsband 18. Symposium Energieinnovation 2024 Y1 - 2024 UR - https://www.tugraz.at/events/eninnov2024/nachlese/download-beitraege/stream-a/#c590685 PB - Technische Universität Graz CY - Graz ER -