Europlanet Science Congress 2021
Virtual meeting
13 – 24 September 2021
Europlanet Science Congress 2021
Virtual meeting
13 September – 24 September 2021

SMW11

Machine Learning Pipeline for Automated Detection of ICMEs

The work package "Machine Learning Solutions for Data Analysis and Exploitation in Planetary Science" within Europlanet 2024 Research Infrastructure will develop machine learning (ML) powered data analysis and exploitation tools optimized for planetary science.
In this workshop, we will introduce an ML pipeline for the automated detection of interplanetary coronal mass ejections (ICMEs) in solar wind time series data. First, we will briefly give an overview about the physical problem and its relevance for space weather. Then, we will guide the participants through the developed ML code with the help of a sample data set of solar wind time series data from different spacecraft. At the end, we will also cover problems encountered during the development of the pipeline.

The code for the ML pipeline will be freely available on the repository "EPSC2021-ICME-workshop" of our public GitHub account (https://github.com/epn-ml). We strongly encourage the participants to clone the repository and have a look at the material prior to the workshop.

Europlanet 2024 RI has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 871149.

Convener: Ute Amerstorfer
Fri, 24 Sep, 19:00–20:30 (CEST)

Speakers

  • Hannah Ruedisser, Know Center, Austria
  • Ute Amerstorfer, Austrian Academy of Sciences, Austria