activity
20192022
most citedkramersmoyal: Kramers--Moyal coefficients for stochastic processes

30 citations · 35 across the 2 of their papers we have counts for

collaborators

7 papers

cs.LG20225 cited

Understanding electricity prices beyond the merit order principle using explainable AI

Julius Trebbien, Leonardo Rydin Gorjão, Aaron Praktiknjo +2

Electricity prices in liberalized markets are determined by the supply and demand for electric power, which are in turn driven by various external influences that vary strongly in…

physics.soc-ph2021

Phase and amplitude synchronisation in power-grid frequency fluctuations in the Nordic Grid

Leonardo Rydin Gorjão, Luigi Vanfretti, Dirk Witthaut +2

Monitoring and modelling the power grid frequency is key to ensuring stability in the electrical power system. Many tools exist to investigate the detailed deterministic dynamics a…

nlin.AO2021

Arbitrary-order finite-time corrections for the Kramers-Moyal operator

Leonardo Rydin Gorjão, Dirk Witthaut, Klaus Lehnertz +1

With the aim of improving the reconstruction of stochastic evolution equations from empirical time-series data, we derive a full representation of the generator of the Kramers-Moya…

physics.soc-ph2021

Spatio-temporal complexity of power-grid frequency fluctuations

Leonardo Rydin Gorjão, Benjamin Schäfer, Dirk Witthaut +1

Power-grid systems constitute one of the most complex man-made spatially extended structures. These operate with strict operational bounds to ensure synchrony across the grid. This…

physics.comp-ph201930 cited

kramersmoyal: Kramers--Moyal coefficients for stochastic processes

Leonardo Rydin Gorjão, Francisco Meirinhos

kramersmoyal is a python library to extract the Kramers--Moyal coefficients from timeseries of any dimension and to any desired order. This package employs a non-parametric Nadaray…

nlin.AO2019

Data-driven model of the power-grid frequency dynamics

Leonardo Rydin Gorjão, Mehrnaz Anvari, Holger Kantz +4

The energy system is rapidly changing to accommodate the increasing number of renewable generators and the general transition towards a more sustainable future. Simultaneously, bus…