TY - GEN
T1 - A Novel Feature Selection Method for Solar Flare Forecasting
AU - Shenoy, Ashwini Nagaraj
AU - Vijayasenan, Deepu
AU - Bobbi, Raghavendra S.
AU - Padinhatteeri, Sreejith
AU - Adithya, H. N.
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - Large solar flares (SFs) can disrupt radio communication and harm instruments and astronauts. Hence, it's crucial to predict SFs. However, the mechanism that triggers SFs is not yet known. We only have several physical features believed to be related to the process. This makes choosing the most impactful features for SF production important. We investigate a feature selection method based on the weights learned by a linear classifier. We use the Spaceweather HMI Active Region Patch (SHARP) summary parameters based on the Solar Dynamics Observatory's Helioseismic and Magnetic Imager data records. The records are from May 2010 to December 2019.
AB - Large solar flares (SFs) can disrupt radio communication and harm instruments and astronauts. Hence, it's crucial to predict SFs. However, the mechanism that triggers SFs is not yet known. We only have several physical features believed to be related to the process. This makes choosing the most impactful features for SF production important. We investigate a feature selection method based on the weights learned by a linear classifier. We use the Spaceweather HMI Active Region Patch (SHARP) summary parameters based on the Solar Dynamics Observatory's Helioseismic and Magnetic Imager data records. The records are from May 2010 to December 2019.
UR - https://www.scopus.com/pages/publications/85205246018
UR - https://www.scopus.com/pages/publications/85205246018#tab=citedBy
U2 - 10.1109/SPACE63117.2024.10668098
DO - 10.1109/SPACE63117.2024.10668098
M3 - Conference contribution
AN - SCOPUS:85205246018
T3 - 2024 IEEE Space, Aerospace and Defence Conference, SPACE 2024
SP - 656
EP - 659
BT - 2024 IEEE Space, Aerospace and Defence Conference, SPACE 2024
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2024 IEEE Space, Aerospace and Defence Conference, SPACE 2024
Y2 - 22 July 2024 through 23 July 2024
ER -