Fuzzy energy-based dual contours model for automated coronal hole detection in SDO/AIA solar disk images |
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Affiliation: | Discipline of Astronomy, Astrophysics and Space Engineering, Indian Institute of Technology, Indore, Simrol, Indore 453552, India |
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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. |
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Keywords: | Coronal holes Solar disk Hough transformation Fuzzy energy Active contour method Fuzzy static contour |
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