Student work

Data management

• High-performance time series management suitable for mass data
• Knowledge-based data analysis methods suitable for mass data

Forecasting strategies

• Forecasting fluctuating electrical feed-in of wind and solar energy
• Forecasting the electrical demand of influenced consumers
• Pattern-based prediction of electricity and heat demand
• Knowledge-based methods for the automated creation of forecasting models

Optimization

• Optimization of energy management problems under uncertainties
• Knowledge-based methods for the automated creation of optimization models
• Hierarchical optimization methods for energy industry problems
• Comparison of the advantages and disadvantages of centralized, decentralized, hierarchical and subsidiary optimization methods

Electrical and cross-sectoral (multimodal) energy systems

• Operational management of decentralized energy storage and energy flexibility
• Subsidiarily coordinated autonomous management of cross-sectoral cellular energy systems