Challenges
- Individual energy portfolios require individual solutions (energy management required to serve different business models)
- Excellent quality of EMS functions are the basis of sustainable data-based services and business models
Our solution and research work
- Individual energy portfolios require individual solutions (energy management required to serve different business models)
- Excellent quality of EMS functions are the basis of sustainable data-based services and business model
- Forecasting: automatic data analysis, knowledge-based models, probabilistic forecasting, current AI approaches and self-learning methods (e.g., LSTM, deep learning, reinforcement learning, federated learning, etc.), assistance functions
- Optimization: linear and mixed-integer linear optimization, stochastic and robust optimization, agent-based optimization, fundamental models, automated model generation
- Use of AI for automation and scaling during commissioning/initialization and operations
- Resilience in operations management