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A multimodal tiered magnetic polarity inversion features dataset for space weather forecasting
Ziba Khani1, Anli Ji2, Manolis K Georgoulis3
1Department of Computer Science, Georgia State University, Atlanta, GA, USA.
Data in Brief
|January 21, 2026
Summary
A new dataset of magnetic polarity inversion lines (MPILs) from SDO/HMI is now available. This tiered dataset aids heliophysics research and space weather forecasting by providing detailed magnetic field information.
Area of Science:
- * Heliophysics and Space Weather Research
- * Solar Physics
- * Magnetohydrodynamics
Background:
- * Understanding solar magnetic field evolution is crucial for space weather prediction.
- * Magnetic Polarity Inversion Lines (MPILs) are key indicators of solar activity.
- * Previous datasets lacked the multi-tiered detail necessary for nuanced analysis.
Purpose of the Study:
- * To introduce a comprehensive, publicly available, multimodal, tiered MPILs dataset.
- * To provide researchers with detailed magnetic polarity information for diverse applications.
- * To support advancements in heliophysics and space weather forecasting.
Main Methods:
- * Extraction of MPILs from Solar Dynamics Observatory (SDO)/Helioseismic and Magnetic Imager (HMI) Active Region Patches (HARP) data.
- * Application of a detection methodology with four distinct magnetic field strength thresholds.
- * Generation of four tiers of MPIL data, including binary masks and multivariate time series metadata.
- * Mapping of 6,695 HARP series using Lambert Cylindrical Equal Area (CEA) projection at a 12-minute cadence.
Main Results:
- * A novel, tiered MPILs dataset spanning May 2010 to April 2025.
- * Four tiers of data capturing MPIL features at multiple levels of detail.
- * Six types of binary masks per tier (MPIL, RoPI, polarity regions, convex hulls).
- * Inclusion of structured multivariate time series metadata for temporal analysis.
Conclusions:
- * The tiered dataset offers unprecedented detail for studying magnetic field changes on the Sun.
- * This resource facilitates tailored analyses for various scientific and operational objectives.
- * The dataset is a valuable tool for improving heliophysics research and space weather forecasting capabilities.
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