1. Fuzzy energy-based dual contours model for automated coronal hole detection in SDO/AIA solar disk images
- Author
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Sanmoy Bandyopadhyay, Saurabh Das, and Abhirup Datta
- Subjects
Atmospheric Science ,010504 meteorology & atmospheric sciences ,Computer science ,Aerospace Engineering ,Coronal hole ,Space weather ,01 natural sciences ,Hough transform ,law.invention ,law ,0103 physical sciences ,Astrophysics::Solar and Stellar Astrophysics ,Segmentation ,Computer vision ,010303 astronomy & astrophysics ,0105 earth and related environmental sciences ,business.industry ,Astronomy and Astrophysics ,Function (mathematics) ,Solar wind ,Geophysics ,Space and Planetary Science ,Computer Science::Computer Vision and Pattern Recognition ,Physics::Space Physics ,Benchmark (computing) ,General Earth and Planetary Sciences ,Astrophysics::Earth and Planetary Astrophysics ,Artificial intelligence ,business ,Energy (signal processing) - Abstract
The presence of coronal holes in solar disk plays an important role in influencing the space weather and generation of the solar wind. As such there lies a requirement in proper study and prediction of coronal holes occurs in the solar disk. This, in turn, arises the necessity of detection of coronal holes present in the solar disk. In this work, a Hough transformed inspired fuzzy-energy simulated dual contours-based segmentation technique has been proposed for the detection and extraction of holes in solar disk. In the proposed method Hough transform has been induced to initialize the contour for the contour-based method of segmentation. In the algorithm, two contours (active and static) have been initiated and made to evolve based on the energy function by incorporating the gray-scale intensity. Here in the work one contour is made to deform its shape while the other contour is kept static for the coronal holes detection purpose. The experiment has been carried out on few benchmark datasets and the corresponding outcomes have been compared with the results of other existing algorithms. The comparison results highlight the performance of the proposed technique in detection of coronal holes in solar disk.
- Published
- 2020
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