Program

Session 1: Machine learning and combined data-driven and physical models for batteries and power systems

• Jennifer Brucker, Wolfgang G. Bessler and Rainer Gasper: Grey-Box Modelling of Lithium-Ion Batteries using Neural Ordinary Differential Equations (full paper)
• Felix Heinrich, Patrick Klapper and Marco Pruckner: A comprehensive study on Battery Electric Modeling Approaches based on Machine Learning (full paper)
• Thomas Wolgast, Eric Veith and Astrid Nieße: Towards Reinforcement Learning for Vulnerability Analysis in Power-Economic Systems (full paper)

Session 2: Residential and municipal building energy demand

• Arne Groß, Antonia Lenders, Friedhelm Schwenker, Daniel A Braun and David Fischer: Comparison of Short-term Electrical Load Forecasting Methods for Different Building Types (full paper)
• Christopher Hauk, Andreas Ulbig and Albert Moser: Integrated planning of grids and energy conversion units in municipal multi-energy carrier systems (full paper)
• Matteo Barsanti, Jan Sören Schwarz, Lionel Guy Gérard Constantin, Pranay Kasturi, Claudia Binder and Sebastian Lehnhoff: Socio-technical modeling of smart energy systems: a co-simulation design for domestic energy demand (short paper)

Session 3: Demand-side flexibility and optimization

• Rahul Khatri, Michael Schmidt and Rainer Gasper: Active participation of industrial enterprises in electricity markets – A generic modeling approach (full paper)
• Enrico Toniato, Prakhar Mehta, Stevan Marinkovic and Verena Tiefenbeck: Peak load minimization of an E-bus depot: impacts of user-set conditions in optimization algorithms (full paper)
• Thomas Kohne, Lukas Theisinger, Jan Niklas Scherff and Matthias Weigold: Data and optimization model of an industrial heat transfer station to increase energy flexibility (full paper)

Session 4: Trust and fairness in digital energy services

• Michael Brand, Felipe Castro, Batoul Hage Hassan, Carsten Krüger, Torben Logemann, Björn Siemers, Dennis Weller, Torge Wolff and Sebastian Lehnhoff: A Platform to Assess the Trust in Power System Components, Data, and Services (demo)
• Dominik Danner and Hermann De Meer: Quality of service and fairness for electric vehicle charging as a service (full paper)
• Alexander Djamali, Patrick Dossow, Michael Hinterstocker, Benjamin Schellinger, Johannes Sedlmeir, Fabiane Völter and Lukas Willburger: Asset Logging in the Energy Sector: A Scalable Blockchain-based Data Platform (full paper)

Session 5: Data analysis for power systems

• Philipp Danner and Hermann de Meer: Location and solar system parameter extraction from power measurement time series (full paper)
• Alexander Bogensperger and Yann Fabel: A practical approach to cluster validation in the energy sector (full paper)
• Anna Volkova, Jonas Terzer and Hermann de Meer: Quantifying geospatial interdependencies of ICT and power system based on open data (short paper)