DocumentCode
3459000
Title
A Fuzzy Integral Model for Estimating Chlorophyll Concentrations in Tai Lake from Thematic Mapper Imagery
Author
Shi, Aiye ; Fan, Tanghuai ; Xu, Lizhong ; Zhou, Jinling
Author_Institution
Comput. & Inf. Eng. Coll., Hohai Univ., Nanjing
fYear
2006
fDate
20-23 Aug. 2006
Firstpage
1117
Lastpage
1121
Abstract
A model for Tai Lake chlorophyll a concentrations is addressed herein using the Choquet fuzzy integral that combines a set of different kind of BP neural network water quality classifiers. Firstly each neural network is employed to model the transfer function between the chlorophyll a concentrations and the radiances of landsat thematic mapper data, then the degree of belief of chlorophyll a concentrations distribution and accuracy (as fuzzy density of Choquet fuzzy integral) is obtained. After that, Choquet fuzzy integral is used to fuse with outputs of each neural network, resulting in the chlorophyll a concentrations evaluation. Experiment results on Tai Lake of China show that the performance of the proposed model out-performs that of other conventional techniques
Keywords
backpropagation; fuzzy set theory; geophysical signal processing; hydrological techniques; image classification; lakes; neural nets; remote sensing; BP neural network; Choquet fuzzy integral; Tai lake; chlorophyll concentration estimation; landsat thematic mapper data; thematic mapper imagery; water quality classifier; Computer networks; Fuzzy neural networks; Fuzzy sets; Image sampling; Lakes; Neural networks; Pollution measurement; Remote monitoring; Remote sensing; Satellites;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Acquisition, 2006 IEEE International Conference on
Conference_Location
Weihai
Print_ISBN
1-4244-0528-9
Electronic_ISBN
1-4244-0529-7
Type
conf
DOI
10.1109/ICIA.2006.305900
Filename
4097833
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