Multiscale Dynamics Seminar Ajay Tiwari
- https://www.cwi.nl/research/groups/multiscale-dynamics/events/multiscale-dynamics-seminar-ajay-tiwari
- Multiscale Dynamics Seminar Ajay Tiwari
- 2022-07-14T14:00:00+02:00
- 2022-07-14T15:00:00+02:00
- Machine Learning in Space Weather
- What Multiscale Dynamics English
- When 14-07-2022 from 14:00 to 15:00 (Europe/Amsterdam / UTC200)
- Where L120
- Contact Name Ajay Tiwari
-
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Title: Machine Learning in Space Weather
Abstract: The ever increasing popularity and recent advancements in machine learning (ML) techniques have led to a variety of new tools for resolving traditional and emerging challenging problems more powerfully from data-driven perspectives. There have been various attempts to catalogue Coronal Mass Ejections (CME) observations, in this work we benchmark four of the more popular CME databases for CME time-of-arrival prediction using machine learning methods. We identify the important features in the various databases and quantify the performance of machine learning methods. To this end we have also created an interactive CME ML playground where the databases can be accessed and trained on the cloud.