A database of MMS bow shock crossings compiled using machine learning
Identifying collisionless shock crossings in data sent from spacecraft has so far been done
manually or using basic algorithms. It is a tedious job that shock physicists have to go …
manually or using basic algorithms. It is a tedious job that shock physicists have to go …
MMS SITL ground loop: Automating the burst data selection process
Global-scale energy flow throughout Earth's magnetosphere is catalyzed by processes that
occur at Earth's magnetopause (MP). Magnetic reconnection is one process responsible for …
occur at Earth's magnetopause (MP). Magnetic reconnection is one process responsible for …
[HTML][HTML] Unsupervised classification of simulated magnetospheric regions
In magnetospheric missions, burst-mode data sampling should be triggered in the presence
of processes of scientific or operational interest. We present an unsupervised classification …
of processes of scientific or operational interest. We present an unsupervised classification …
Unsupervised classification of fully kinetic simulations of plasmoid instability using self-organizing maps (SOMs)
S Köhne, E Boella, ME Innocenti - Journal of Plasma Physics, 2023 - cambridge.org
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 …
processes encourages the use of methods rooted in machine learning for data analysis and …
Automated bow shock and magnetopause boundary detection with Cassini using threshold and deep learning methods
Two algorithms set for automatic detection of bow shock (BS) and magnetopause (MP)
boundaries at Saturn using in situ magnetic field and plasma data acquired by the Cassini …
boundaries at Saturn using in situ magnetic field and plasma data acquired by the Cassini …
Neural network repair of Lossy compression Artifacts in the September 2015 to March 2016 duration of the MMS/FPI data set
Abstract During the September 2015 to March 2016 duration (sometimes referred to as
Phase 1A) of the Magnetospheric Multiscale Mission, the Dual Electron Spectrometers …
Phase 1A) of the Magnetospheric Multiscale Mission, the Dual Electron Spectrometers …