Search Results for author: Maria Elena Innocenti

Found 3 papers, 1 papers with code

Unsupervised classification of fully kinetic simulations of plasmoid instability using Self-Organizing Maps (SOMs)

1 code implementation26 Apr 2023 Sophia Köhne, Elisabetta Boella, Maria Elena Innocenti

The growing amount of data produced by simulations and observations of space physics processes encourages the use of methods rooted in Machine Learning for data analysis and physical discovery.

Unsupervised classification of simulated magnetospheric regions

no code implementations10 Sep 2021 Maria Elena Innocenti, Jorge Amaya, Joachim Raeder, Romain Dupuis, Banafsheh Ferdousi, Giovanni Lapenta

We present an unsupervised classification method for magnetospheric regions, that could constitute the first-step of a multi-step method for the automatic identification of magnetospheric processes of interest.

Classification

Visualizing and Interpreting Unsupervised Solar Wind Classifications

no code implementations28 Apr 2020 Jorge Amaya, Romain Dupuis, Maria Elena Innocenti, Giovanni Lapenta

The manual and semi-automatic classification of millions of hours of solar wind data from multiple missions can be replaced by automatic algorithms that can discover, in mountains of multi-dimensional data, the real differences in the solar wind properties.

Space Physics Solar and Stellar Astrophysics

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