Classification of High-resolution Solar Hα Spectra using t-distributed Stochastic Neighbor Embedding | Meetu Verma
Affiliation
Leibniz-Institut für Astrophysik Potsdam (AIP), Germany
Main category
Natural Sciences (Astrophysics and Astrononmy)
Caption
The Hα spectral line is a well-studied absorption line revealing properties of the highly structured and dynamic solar chromosphere. The presented work is based on high-spectral resolution Hα spectra obtained with the echelle spectrograph of the Vacuum Tower Telescope (VTT) located at Observatorio del Teide (ODT), Tenerife, Spain. The number of spectra accumulated at VTT over one observing day easily reaches up to millions. Hence, we require tools to identify and classify spectra with minimal human intervention. I will present exploratory work, which provides the framework and some ideas on how to tailor a classification scheme towards specific spectral data and science questions.
Read more at https://espos.stream/2020/12/03/Verma/
Further reading
Link to the European Solar Physics Online Seminars (ESPOS) webpage:
https://espos.stream/2020/12/03/Verma/
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