• DocumentCode
    2790363
  • Title

    Applying Brightness Information in Satellite Image Data Search using Distributed Genetic Algorithm

  • Author

    Katayama, Kei ; Mackin, Kenneth J. ; Matsushita, Kotaro ; Nunohiro, Eiji

  • Author_Institution
    Graduate School of Tokyo University of Information Sciences
  • Volume
    2
  • fYear
    2006
  • fDate
    9-11 Nov. 2006
  • Firstpage
    84
  • Lastpage
    89
  • Abstract
    Tokyo University of Information Sciences maintains and distributes MODIS (Moderate Resolution Imaging Spectroradiometer) satellite data as part of the research output for Frontier project. An intelligent image search system is being developed as part of the project, in order to retrieve requested images such as matching images patterns or forest and field fires extraction. The intelligent image search system applies genetic algorithm (GA) in the search algorithm. When searching for a target image area within the MODIS image database, it is possible that the search algorithm cannot match the optimal location when the brightness of the search image data and MODIS data image are very different. In order to solve this problem, we extended the search algorithm by implementing brightness information in the GA chromosome, so that brightness is adjusted within the GA image search. Further, we implemented the image search as distributed genetic algorithm search over a PC cluster network, in order to increase the search speed within the satellite image database. We tested the proposed system and verified the effectiveness of distributed genetic algorithm for the distributed MODIS satellite database search process.
  • Keywords
    Brightness; Data mining; Fires; Genetic algorithms; Image databases; Image retrieval; Intelligent systems; MODIS; Pattern matching; Satellites; Brightness; Distributed Genetic Algorithm; Image search system; Satellite image data;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Hybrid Information Technology, 2006. ICHIT '06. International Conference on
  • Conference_Location
    Cheju Island
  • Print_ISBN
    0-7695-2674-8
  • Type

    conf

  • DOI
    10.1109/ICHIT.2006.253594
  • Filename
    4021199