E3S Web of Conferences (Jan 2024)

Analysis of space weather and small satellite data in polar orbit using machine learning

  • Listov Dmitriy,
  • Aleshko Roman

DOI
https://doi.org/10.1051/e3sconf/202453104003
Journal volume & issue
Vol. 531
p. 04003

Abstract

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This publication explores the dependencies between factors of space weather (geomagnetic indices Dst, Kp, and Ap, Wolf solar activity index, and solar wind parameters) and the telemetry of the small satellite Cubebel-1. The importance of maintaining the functionality of such satellites in orbit is described based on the research results of specialists in this field. A correlation analysis is presented, conducted using Python language tools. The results are presented in the form of a correlation matrix. A comparison is made between the results of this study and similar results of correlation analysis conducted with data from the satellite Siriussat-1. Suggestions for further research using the telemetry of the Cubebel-1 satellite are provided.