46 citations · 100 across the 4 of their papers we have counts for
4 papers
Identification of high order closure terms from fully kinetic simulations using machine learning
Brecht Laperre, Jorge Amaya, Sara Jamal +1
Simulations of large-scale plasma systems are typically based on a fluid approximation approach. These models construct a moment-based system of equations that approximate the part…
The Dynamic Time Warping as a Means to Assess Solar Wind Time Series
Evangelia Samara, Brecht Laperre, Rungployphan Kieokaew +5
During the last decades, international attempts have been made to develop realistic space weather prediction tools aiming to forecast the conditions on the Sun and in the interplan…
Domain of Influence analysis: implications for Data Assimilation in space weather forecasting
Dimitrios Millas, Maria Elena Innocenti, Brecht Laperre +3
Solar activity, ranging from the background solar wind to energetic coronal mass ejections (CMEs), is the main driver of the conditions in the interplanetary space and in the terre…
Dynamic Time Warping as a New Evaluation for Dst Forecast with Machine Learning
Brecht Laperre, Jorge Amaya, Giovanni Lapenta
Models based on neural networks and machine learning are seeing a rise in popularity in space physics. In particular, the forecasting of geomagnetic indices with neural network mod…