{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,10]],"date-time":"2026-05-10T10:17:23Z","timestamp":1778408243648,"version":"3.51.4"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643685489","type":"electronic"}],"license":[{"start":{"date-parts":[[2024,10,16]],"date-time":"2024-10-16T00:00:00Z","timestamp":1729036800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024,10,16]]},"abstract":"<jats:p>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.<\/jats:p>","DOI":"10.3233\/faia241025","type":"book-chapter","created":{"date-parts":[[2024,10,17]],"date-time":"2024-10-17T13:57:04Z","timestamp":1729173424000},"source":"Crossref","is-referenced-by-count":1,"title":["Gas Grid Copilot: Can a MORL Agent Assist a Dispatcher in Managing a Gas Grid?"],"prefix":"10.3233","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5283-5304","authenticated-orcid":false,"given":"Alexander","family":"Schiendorfer","sequence":"first","affiliation":[{"name":"Technische Hochschule Ingolstadt, Institute AImotion Bavaria"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1518-4514","authenticated-orcid":false,"given":"Gheorghe","family":"Lisca","sequence":"additional","affiliation":[{"name":"Technische Hochschule Ingolstadt, Institute AImotion Bavaria"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1781-6121","authenticated-orcid":false,"given":"Karima","family":"Outafraout","sequence":"additional","affiliation":[{"name":"Technische Hochschule Ingolstadt, Institute AImotion Bavaria"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lilia","family":"Michailov","sequence":"additional","affiliation":[{"name":"PSI FLS Fuzzy Logik & Neuro Systeme GmbH"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pascal","family":"K\u00e4tzel","sequence":"additional","affiliation":[{"name":"PSI FLS Fuzzy Logik & Neuro Systeme GmbH"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rudolf","family":"Felix","sequence":"additional","affiliation":[{"name":"PSI FLS Fuzzy Logik & Neuro Systeme GmbH"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"7437","container-title":["Frontiers in Artificial Intelligence and Applications","ECAI 2024"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/FAIA241025","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,10,17]],"date-time":"2024-10-17T13:57:04Z","timestamp":1729173424000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/FAIA241025"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,10,16]]},"ISBN":["9781643685489"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/faia241025","relation":{},"ISSN":["0922-6389","1879-8314"],"issn-type":[{"value":"0922-6389","type":"print"},{"value":"1879-8314","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,10,16]]}}}