Modeling Aspects and Methods for Applications in the Energy Markets

Analysis and development of pricing models for a stable energy supply

Energy Crisis and the Importance of Electricity Price Modeling in Germany

As a result of recent global events, the energy crisis in Germany has shown that the electricity markets can reach unexpectedly high price levels in a short space of time.

As electricity price modeling plays a key role in energy supply, this research project will examine practical aspects of price modeling and model calibration, among other things.

Calibration and Analysis of Electricity Price Models with a Focus on Time-dependent Price Jumps  

Electricity price models with calibration methods suitable for application are examined here. In particular, models that depict price jumps as a function of time are considered. These are primarily used by energy suppliers in trading, procurement and risk management.

During the calibration phase, the following factors should be focused on more closely:

  • Detection of anomalies in time series
  • Optimization methods for parameter estimation
  • Effects of anomaly detection on calibration results (e.g. parameter estimation and price simulation)

A modular Electricity Price Modeling Framework was developed for this purpose, with which various price models and calibration methods can be tested.

Future Prospects and Possible Applications of the Developed Framework 

The developed framework can be used for further development research and practical application. The results and the investigated price models serve as a basis for future research projects in the department and with industrial partners in the field of energy supply.