% IMPORTANT: The following is UTF-8 encoded. This means that in the presence % of non-ASCII characters, it will not work with BibTeX 0.99 or older. % Instead, you should use an up-to-date BibTeX implementation like “bibtex8” or % “biber”. @ARTICLE{Gorjao:872867, author = {Gorjao, Leonardo Rydin and Anvari, Mehrnaz and Kantz, Holger and Beck, Christian and Witthaut, Dirk and Timme, Marc and Schafer, Benjamin}, title = {{D}ata-driven model of the power-grid frequency dynamics}, journal = {IEEE access}, volume = {8}, issn = {2169-3536}, address = {New York, NY}, publisher = {IEEE}, reportid = {FZJ-2020-00333}, pages = {43082 - 43097}, year = {2020}, abstract = {The energy system is rapidly changing to accommodate the increasing number of renewable generators and the general transition towards a more sustainable future. Simultaneously, business models and market designs evolve, affecting power-grid operation and power-grid frequency. Problems raised by this ongoing transition are increasingly addressed by transdisciplinary research approaches, ranging from purely mathematical modelling to applied case studies. These approaches require a stochastic description of consumer behaviour, fluctuations by renewables, market rules, and how they influence the stability of the power-grid frequency. Here, we introduce an easy-to-use, data-driven, stochastic model for the power-grid frequency and demonstrate how it reproduces key characteristics of the observed statistics of the Continental European and British power grids. Using data analysis tools and a Fokker–Planck approach, we estimate parameters of our deterministic and stochastic model. We offer executable code and guidelines on how to use the model on any power grid for various mathematical or engineering applications.}, cin = {IEK-STE}, ddc = {621.3}, cid = {I:(DE-Juel1)IEK-STE-20101013}, pnm = {153 - Assessment of Energy Systems – Addressing Issues of Energy Efficiency and Energy Security (POF3-153)}, pid = {G:(DE-HGF)POF3-153}, typ = {PUB:(DE-HGF)16}, UT = {WOS:000524706500022}, doi = {10.1109/ACCESS.2020.2967834}, url = {https://juser.fz-juelich.de/record/872867}, }