Fractal-Based Fuzzy Technique For Detection Of Active Regions From Solar Images

Fractal concepts are used to describe the irregular structures and regions of interest of solar images. The most common and easiest way to extract regions of interest from an image is through segmentation. Segmentation techniques vary from conventional edge-detection mechanism to fuzzy c-means clustering. In this study, the pixelwise local fractal dimension of solar images is computed by different techniques. This is followed by different segmentation procedures including the fuzzy-based approach, for extracting the active regions from chromospheric images and assessing their performance. These techniques have also been applied on solar images to extract active regions from Solar Heliospheric Observatory (SOHO) Extreme Ultraviolet Telescope (EIT) images.

[1]  Lotfi A. Zadeh,et al.  Fuzzy Algorithms , 1968, Inf. Control..

[2]  Jonathan Blackledge Quantitative Coherent Imaging: Theory, Methods and Some Applications , 1989 .

[3]  Kenneth Falconer,et al.  Fractal Geometry: Mathematical Foundations and Applications , 1990 .

[4]  Walter S. Kuklinski UTILIZATION OF FRACTAL IMAGE MODELS IN MEDICAL IMAGE PROCESSING , 1994 .

[5]  Bidyut Baran Chaudhuri,et al.  Texture Segmentation Using Fractal Dimension , 1995, IEEE Trans. Pattern Anal. Mach. Intell..

[6]  Rangachar Kasturi,et al.  Machine vision , 1995 .

[7]  Takashi Sato,et al.  FRACTAL IMAGE ANALYSIS OF NATURAL SCENES AND MEDICAL IMAGES , 1996 .

[8]  Martin Turner,et al.  Fractal geometry in digital imaging , 1998 .

[9]  Properties of the quiet Sun EUV network , 1998 .

[10]  H. Zirin,et al.  Synoptic Hα Full-Disk Observations of the Sun from Big Bear Solar Observatory – I. Instrumentation, Image Processing, Data Products, and First Results , 1999 .

[11]  Masoud Mohammadian Advances in Intelligent Systems: Theory and Applications , 2000 .

[12]  Michael Georgiopoulos,et al.  Segmentation of textured images based on fractals and image filtering , 2001, Pattern Recognit..

[13]  S. Ipson,et al.  A full-disk image standardisation of the synoptic solar observations at the Meudon Observatory , 2003 .

[14]  Solar Feature Catalogue in the European Grid of Solar Observations , 2003 .

[15]  K. Revathy,et al.  NEURO-FUZZY CLASSIFIER FOR ASTRONOMICAL IMAGES , 2003 .

[16]  F. Kneer,et al.  On the fractal dimension of small-scale magnetic structures in the Sun , 2003 .

[17]  K. Revathy,et al.  Galaxy classification using fractal signature , 2003 .

[18]  Haimin Wang,et al.  Automatic Solar Flare Tracking Using Image-Processing Techniques , 2004 .