Automated McIntosh-Based classification of sunspot groups using MDI images

被引:77
作者
Colak, T. [1 ]
Qahwaji, R. [1 ]
机构
[1] Univ Bradford, Dept Elect Imaging & Media Commun, Bradford BD7 1DP, W Yorkshire, England
基金
英国工程与自然科学研究理事会;
关键词
D O I
10.1007/s11207-007-9094-3
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
This paper presents a hybrid system for automatic detection and McIntosh-based classification of sunspot groups on SOHO/MDI white-light images using active-region data extracted from SOHO/MDI magnetogram images. After sunspots are detected from MDI white-light images they are grouped/clustered using MDI magnetogram images. By integrating image-processing and neural network techniques, detected sunspot regions are classified automatically according to the McIntosh classification system. Our results show that the automated grouping and classification of sunspots is possible with a high success rate when compared to the existing manually created catalogues. In addition, our system can detect and classify sunspot groups in their early stages, which are usually missed by human observers.
引用
收藏
页码:277 / 296
页数:20
相关论文
共 18 条
  • [11] Qahwaji R., 2006, International Journal of Computers and Their Applications, V13, P9
  • [12] Automatic short-term solar flare prediction using machine learning and sunspot associations
    Qahwaji, R.
    Colak, T.
    [J]. SOLAR PHYSICS, 2007, 241 (01) : 195 - 211
  • [13] Automatic detection and verification of solar features
    Qahwaji, R
    Colak, T
    [J]. INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, 2005, 15 (04) : 199 - 210
  • [15] The solar oscillations investigation - Michelson Doppler Imager
    Scherrer, PH
    Bogart, RS
    Bush, RI
    Hoeksema, JT
    Kosovichev, AG
    Schou, J
    Rosenberg, W
    Springer, L
    Tarbell, TD
    Title, A
    Wolfson, CJ
    Zayer, I
    Akin, D
    Carvalho, B
    Chevalier, R
    Duncan, D
    Edwards, C
    Katz, N
    Levay, M
    Lindgren, R
    Mathur, D
    Morrison, S
    Pope, T
    Rehse, R
    Torgerson, D
    [J]. SOLAR PHYSICS, 1995, 162 (1-2) : 129 - 188
  • [16] SEVERNY AB, 1965, IAU S, V22, P358
  • [17] SUNSPOT CONFIGURATIONS AND PROTON FLARES
    WARWICK, CS
    [J]. ASTROPHYSICAL JOURNAL, 1966, 145 (01) : 215 - &
  • [18] Zharkov S, 2004, LECT NOTES ARTIF INT, V3215, P446