Papers

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2022
Monday, January 17th
12:00 AM

Artificial Intelligence in Energy Demand Response: A Taxonomy of Input Data Requirements

Gilbert Fridgen, SnT - Interdisciplinary Center for Security, Reliability and Trust, University of Luxembourg, Luxembourg
Stephanie Halbrügge, FIM Research Center, University of Augsburg, Germany;Project Group Business & Information Systems Engineering of the Fraunhofer FIT, Germany
Marc-Fabian Körner, Project Group Business & Information Systems Engineering of the Fraunhofer FIT, Germany;FIM Research Center, University of Bayreuth, Germany
Anne Michaelis, Project Group Business & Information Systems Engineering of the Fraunhofer FIT, Germany
Martin Weibelzahl, Project Group Business & Information Systems Engineering of the Fraunhofer FIT, Germany;FIM Research Center, University of Bayreuth, Germany

12:00 AM

How Sustainable is Machine Learning in Energy Applications? – The Sustainable Machine Learning Balance Sheet

Simon Wenninger, Project Group Business & Information Systems Engineering of the Fraunhofer FIT, Augsburg, Germany;FIM Research Center, University of Applied Sciences Augsburg, Augsburg, Germany
Can Kaymakci, Fraunhofer Institute for Manufacturing Engineering and Automation IPA, Stuttgart, Germany;Institute for Energy Efficiency in Production EEP, University of Stuttgart, Stuttgart, Germany
Christian Wiethe, Project Group Business & Information Systems Engineering of the Fraunhofer FIT, Augsburg, Germany
Jörg Römmelt, Project Group Business & Information Systems Engineering of the Fraunhofer FIT, Augsburg, Germany
Lukas Baur, Fraunhofer Institute for Manufacturing Engineering and Automation IPA, Stuttgart, Germany
Björn Häckel, Project Group Business & Information Systems Engineering of the Fraunhofer FIT, Augsburg, Germany;FIM Research Center, University of Applied Sciences Augsburg, Augsburg, Germany
Alexander Sauer, Fraunhofer Institute for Manufacturing Engineering and Automation IPA, Stuttgart, Germany;Institute for Energy Efficiency in Production EEP, University of Stuttgart, Stuttgart, Germany

12:00 AM

Managing Intermittent Renewable Generation with Battery Storage using a Deep Reinforcement Learning Strategy

Yuchen Zhou, Karlsruhe Institute for Technology (KIT), Institute of Information Systems and Marketing(IISM), Karlsruhe, Germany
Sarah Henni, Karlsruhe Institute for Technology (KIT), Institute of Information Systems and Marketing(IISM), Karlsruhe, Germany
Philipp Staudt, Karlsruhe Institute for Technology (KIT), Institute of Information Systems and Marketing(IISM), Karlsruhe, Germany

12:00 AM

Requirements for an Open Digital Platform for Interdisciplinary Energy Research and Practice

Oliver Werth, Leibniz University Hannover, Information Systems Institute, Hanover, Germany
Stephan Ferenz, University of Oldenburg, Digitalized Energy Systems, Oldenburg, Germany
Astrid Nieße, University of Oldenburg, Digitalized Energy Systems, Oldenburg, Germany

12:00 AM