This repo features different data driven models for the dynamics in power systems. It features:
- A Data-Driven Model of the Power-Grid Frequency Dynamics 1
- Data-Driven Load Profiles for Residential Electric Power Consumption 2
- An Intermittent wind power fluctuation Langevin-type model 3
[1] L. R. Gorjão et al., "Data-Driven Model of the Power-Grid Frequency Dynamics," in IEEE Access, vol. 8, pp. 43082-43097, 2020, doi: 10.1109/ACCESS.2020.2967834.
[2] M. Anvari et al., "Data-Driven Load Profiles and the Dynamics of Residential Electric Power Consumption", Arxiv, 2020
[3] K. Schmietendorf et al., "The impact of turbulent renewable energy production on power grid stability and quality", EUROPEAN PHYSICAL JOURNAL B, 2017
- Use the power jumps defined in the frequency paper [1]
- Enable possibility to use arbitrary number of OU process for the demand curve
- Add a model for solar fluctuations
- Use a swing in time for the frequency model [1] as well