TY - INPR A1 - Priesmann, Jan A1 - Münch, Justin A1 - Ridha, Elias A1 - Spiegel, Thomas A1 - Reich, Marius A1 - Adam, Mario A1 - Nolting, Lars A1 - Praktiknjo, Aaron T1 - Artificial Intelligence and Design of Experiments for Assessing Security of Electricity Supply: A Review and Strategic Outlook N2 - Assessing the effects of the energy transition and liberalization of energy markets on resource adequacy is an increasingly important and demanding task. The rising complexity in energy systems requires adequate methods for energy system modeling leading to increased computational requirements. Furthermore, with complexity, uncertainty increases likewise calling for probabilistic assessments and scenario analyses. To adequately and efficiently address these various requirements, new methods from the field of data science are needed to accelerate current methods. With our systematic literature review, we want to close the gap between the three disciplines (1) assessment of security of electricity supply, (2) artificial intelligence, and (3) design of experiments. For this, we conduct a large-scale quantitative review on selected fields of application and methods and make a synthesis that relates the different disciplines to each other. Among other findings, we identify metamodeling of complex security of electricity supply models using AI methods and applications of AI-based methods for forecasts of storage dispatch and (non-)availabilities as promising fields of application that have not sufficiently been covered, yet. We end with deriving a new methodological pipeline for adequately and efficiently addressing the present and upcoming challenges in the assessment of security of electricity supply. Y1 - 2021 U6 - https://doi.org/https://doi.org/10.48550/arXiv.2112.04889 ER - TY - CHAP A1 - Dörr, Dominik A1 - Münch, Justin A1 - Adam, Mario ED - Wesselak, Viktor T1 - Hochaufgelöste Langzeitprognose des deutschen Strom-Importpotenzials mithilfe von Methoden des Maschinellen Lernens T2 - RET.Con 2024. 7. Regenerative Energietechnik Konferenz in Nordhausen, 08.-09. Februar 2024. Tagungsband KW - KIVi Y1 - 2024 SN - 978-3-940820-23-5 SP - 71 EP - 78 CY - Nordhausen ER - TY - INPR A1 - Münch, Justin A1 - Priesmann, Jan A1 - Reich, Marius A1 - Tillmanns, Marius A1 - Praktiknjo, Aaron A1 - Adam, Mario T1 - Uplifting the Complexity of Analysis for Probabilistic Security of Electricity Supply Assessments Using Artificial Neural Networks KW - KIVi Y1 - 2024 U6 - https://doi.org/10.2139/ssrn.4770407 PB - Elsevier ER - TY - GEN A1 - Adam, Mario T1 - Windheizung 2.0 – Erfolgreiche Umsetzung der EU-Nachhaltigkeitsziele T2 - hn21 Journal KW - Windheizung 2.0 Y1 - 2022 UR - https://www.hn-nrw.de/aktivitaeten/publikationen/journal/# SP - 1 EP - 1 PB - Zentrum für Forschungskommunikation CY - Köln ER - TY - CHAP A1 - Kampann, Maximilian A1 - Goebel, Johannes A1 - Adam, Mario ED - Wesselak, Viktor T1 - Effizienzuntersuchungen an einem Wärmepumpensystem mit Schichtspeicher für Raumheizung und Trinkwarmwasser anhand von Hardware-in-the-Loop Versuchen T2 - Tagungsband: 6. Regenerative Energietechnik Konferenz in Nordhausen, 9.-10.2.2023 Y1 - 2023 UR - https://www.hs-nordhausen.de/fileadmin/Dateien/Forschung/2021/Tagungsband_RETCon_2023_Web.pdf SN - 978-3-940820-21-1 SP - 176 EP - 188 PB - Nordhausen CY - Hochschule Nordhausen ER - TY - CHAP A1 - Neumann, Hannah A1 - Adam, Mario A1 - Backes, Klaus A1 - Börner, Martin A1 - Clees, Tanja A1 - Doetsch, Christian A1 - Glaeser, Susanne A1 - Herrmann, Ulf A1 - May, Johanna A1 - Rosenthal, Florian A1 - Sauer, Dirk Uwe A1 - Stadler, Ingo T1 - Development of open educational resources for renewable energy and the energy transition process T2 - ISES SWC 2021: Solar World Congress Virtual Conference, 25.-29. Oktober 2021 KW - OER4EE Y1 - 2021 U6 - https://doi.org/10.18086/swc.2021.47.03 ER - TY - CHAP A1 - Adam, Mario T1 - Künstliche Intelligenz zur Betriebsoptimierung eines Nahwärmenetzes in Kempen mit verschiedenen regenerativen Energiequellen T2 - Berliner Energietage, 22. April 2021, Berlin KW - BestHeatNet Y1 - 2021 CY - Düsseldorf ER - TY - CHAP A1 - Winnitzki, Michael A1 - Spiegel, Thomas A1 - Adam, Mario T1 - Ansätze des maschinellen Lernens für die Prognose des Strombedarfes von Ortsnetzstationen als Beitrag für Steuerungsaufgaben in der Niederspannung. Postersession T2 - Innovationen im Verteilernetz: ETG-CIRED-Workshop 2021 (D-A-CH) 02.-03.11.2021, München KW - Windheizung 2.0 KW - ZIES Y1 - 2021 CY - München ER - TY - CHAP A1 - Müller, Benedikt A1 - Adam, Mario T1 - Multikriterielle Auslegung Deutschlands bislang größter solarthermischen Anlage zur Integration in ein Bestandsfernwärmenetz T2 - RET-Con – 5. Regenerative Energietechnik Konferenz, 10. - 11. Februar 2022, Nordhausen KW - Sol-FWK Y1 - 2022 CY - Neuhausen ER - TY - GEN A1 - Backes, Klaus A1 - Adam, Mario T1 - KWKK-Anlagen im Feldtest (Teil 1) T2 - SHT Sanitär + Heizungstechnik KW - Kraft-Wärme-Kälte-Kopplung im Leistungsbereich von 10 kW Y1 - 2012 SN - 0036-4401 VL - 77 IS - 3 SP - 40 EP - 44 PB - Krammer ER -