Objectively Determining States of the Solar Wind Using Machine Learning
Conclusively determining the states of the solar wind will aid in tracing the origins of those states to the Sun, and in the process help to find the wind\textquoterights origin and acceleration mechanism(s). Prior studies have characterized the various states of the wind, making lists that are only partially based on objective criteria; different approaches obtain substantially different results. To uncover the unbiased states of the solar wind, we use "k-means clustering"\textemdashan unsupervised machine learning metho ...
Roberts, Aaron; Karimabadi, Homa; Sipes, Tamara; Ko, Yuan-Kuen; Lepri, Susan;
Published by: The Astrophysical Journal Published on: 02/2020
YEAR: 2020   DOI: 10.3847/1538-4357/ab5a7a
parker solar probe; Solar Probe Plus