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
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