DocumentCode :
535271
Title :
Design of water quality monitoring based on SVM and its simulation platform by remote sensing
Author :
Wang, Huibin ; Ren, Zhuoyuan ; Tang, Min ; Shi, Aiye ; Huang, Fengchen
Author_Institution :
Coll. of Comput. & Inf. Eng., Hohai Univ., Nanjing, China
Volume :
5
fYear :
2010
fDate :
16-18 Oct. 2010
Firstpage :
2163
Lastpage :
2167
Abstract :
Monitoring water quality using remote sensing technology is current research focus, the main challenge of which is to design an appropriate inversion model of water quality and an effective simulation platform. For the Small Sample Size problem, this paper proposes a water quality inversion method based on SVM. Such method uses ε-SVR whose kernel is RBF to build the inversion model. Besides, we design a water quality monitoring simulation platform (WRS) based on MVC pattern. WRS is developed by MFC, GDAL and LIBSVM to realize the function of graphical interface, image read/write, modeling and inversion. Furthermore, the divide and conquer algorithm is utilized to speed up the huge-volume remote sensing image processing. Finally, we simulate this SVM method on WRS, and the results show the feasibility of our method and the effectiveness of the simulation platform.
Keywords :
divide and conquer methods; geophysical image processing; graphical user interfaces; oceanographic techniques; radial basis function networks; regression analysis; remote sensing; support vector machines; water quality; ε-SVR; MVC pattern; RBF; SVM method; divide and conquer algorithm; graphical interface; huge-volume remote sensing image processing; image read/write; small sample size problem; support vector machine; water quality inversion method; water quality monitoring simulation platform; Algorithm design and analysis; Business; Data models; Monitoring; Remote sensing; Support vector machines; Training; SVM; remote sensing image processin; simulation platform; water quality monitoring;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image and Signal Processing (CISP), 2010 3rd International Congress on
Conference_Location :
Yantai
Print_ISBN :
978-1-4244-6513-2
Type :
conf
DOI :
10.1109/CISP.2010.5647474
Filename :
5647474
Link To Document :
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