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physics.space-ph2021★ 17 cited
Unsupervised classification of simulated magnetospheric regions
Maria Elena Innocenti, Jorge Amaya, Joachim Raeder +3
In magnetospheric missions, burst mode data sampling should be triggered in the presence of processes of scientific or operational interest. We present an unsupervised classificati…
physics.space-ph2020★ 13 cited
Visualizing and Interpreting Unsupervised Solar Wind Classifications
Jorge Amaya, Romain Dupuis, Maria Elena Innocenti +1
One of the goals of machine learning is to eliminate tedious and arduous repetitive work. The manual and semi-automatic classification of millions of hours of solar wind data from…