대한원격탐사학회:학술대회논문집 (Proceedings of the KSRS Conference)
- 대한원격탐사학회 1999년도 Proceedings of International Symposium on Remote Sensing
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- Pages.48-53
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- 1999
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- 1226-9743(pISSN)
Application of KITSAT-3 Images: Automated Generation of Fuzzy Rules and Membership Functions for Land-cover Classification of KITSAT-3 Images
- Park, Won-Kyu (Satellite Technology Research Center, KAIST) ;
- Choi, Soon-Dal (Satellite Technology Research Center, KAIST)
- 발행 : 1999.11.01
초록
The paper presents an automated method for generating fuzzy rules and fuzzy membership functions for pattern classification from training sets of examples and an application to the land-cover classification. Initially, fuzzy subspaces are created from the partitions formed by the minimum and maximum of individual feature values of each class. The initial membership functions are determined according to the generated fuzzy partitions. The fuzzy subspaces are further iteratively partitioned if the user-specified classification performance has not been archived on the training set. Our classifier was trained and tested on patterns consisting of the DN of each band, (XS1, XS2, XS3), extracted from KITSAT-3 multispectral scene. The result represents that our classification method has higher generalization power.