Title :
Sunspot Number Calculation Using Clustering
Author :
Dasgupta, Ujjwal ; Singh, Siddharth ; Jewalikar, Varun
Abstract :
We present a method for automatically detecting the number of sunspots and sunspot groups in standardized images of the Sun. We use adaptive thresholding to isolate the sunspots, and data clustering techniques to classify them into groups. By working on both the MDI Continuum and Magneto gram images, our method groups those sunspots together which originate from the same magnetic flux loop. To the best of our knowledge, such a method has not been used for Sunspot group analysis. To measure the accuracy of the algorithm, we compute the Sunspot Number for each image of the sun and compare that with standard results available on the Space Weather website. As our results show, this calculation can be done with competent accuracy.
Keywords :
image segmentation; pattern clustering; MDI continuum image; Magneto gram images; adaptive thresholding; data clustering techniques; space weather website; standardized images; sunspot groups; sunspot number calculation; Clustering algorithms; Gaussian distribution; Integrated circuits; Magnetic flux; Magnetic resonance imaging; Magnetic separation; Meteorology; clustering; expectation-maximization; sunspots;
Conference_Titel :
Computer Vision, Pattern Recognition, Image Processing and Graphics (NCVPRIPG), 2011 Third National Conference on
Conference_Location :
Hubli, Karnataka
Print_ISBN :
978-1-4577-2102-1
DOI :
10.1109/NCVPRIPG.2011.43