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
  • [1] CURTO JJ, 2003, SOL IM REC WORKSH
  • [2] FUKUNAGA K, 1990, INTRO STAT PATTERN R, P220
  • [3] THE SHAPE OF THE SUNSPOT CYCLE
    HATHAWAY, DH
    WILSON, RM
    REICHMANN, EJ
    [J]. SOLAR PHYSICS, 1994, 151 (01) : 177 - 190
  • [4] Integrating faces and fingerprints for personal identification
    Hong, L
    Jain, A
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1998, 20 (12) : 1295 - 1307
  • [5] Linear and non-linear pattern recognition models for classification of fruit from visible-near infrared spectra
    Kim, J
    Mowat, A
    Poole, P
    Kasabov, N
    [J]. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2000, 51 (02) : 201 - 216
  • [6] Kunzel H., 1960, AN, V285, P271, DOI [10.1002/asna.19592850516, DOI 10.1002/ASNA.19592850516]
  • [7] THE CLASSIFICATION OF SUNSPOT GROUPS
    MCINTOSH, PS
    [J]. SOLAR PHYSICS, 1990, 125 (02) : 251 - 267
  • [8] Meeus J., 1998, ASTRONOMICAL ALGORIT
  • [9] Nguyen SH, 2005, LECT NOTES ARTIF INT, V3642, P263, DOI 10.1007/11548706_28
  • [10] Phillips K.J.H., 1992, Guide to the Sun