DocumentCode
3074958
Title
Automatic Fit of the Variogram
Author
Li, Shaohua ; Lu, Wentao
Author_Institution
Coll. of Earth Sci., Yangtze Univ., Jingzhou, China
Volume
4
fYear
2010
fDate
4-6 June 2010
Firstpage
129
Lastpage
132
Abstract
The automatic fit of the experimental variogram is a difficult problem of geostatistics. In order to solve the fitting problem, an improved linear programming method is presented in this paper. In combination with the advantages of weighted polynomial method and linear programming method, the new method uses the inverse of lag distance as weight coefficient. We can rationally estimate the parameters of a spherical model by this method. For illustration, an example is utilized to show the feasibility of the improved method in solving the fitting problem. Empirical results show that the fittd curve of spherical theoretical model, which is obtained by this method, is more representative of the experimental variogram values. The improved linear programming method can effectively solve the automatic fitting problem of the experimental variogram, and a uniform and objective estimation of optimal parameters will be obtained by this method.
Keywords
geophysical techniques; linear programming; statistical analysis; experimental variogram; fitting problem; geostatistics; lag distance; linear equation set; linear programming method; optimal parameters; spherical theoretical model; weight coefficient; weighted polynomial method; Curve fitting; Educational institutions; Equations; Geology; Geoscience; Least squares methods; Linear programming; Parameter estimation; Polynomials; Predictive models; geostatistics; lag distance; linear equation set; linear programming; variogram;
fLanguage
English
Publisher
ieee
Conference_Titel
Information and Computing (ICIC), 2010 Third International Conference on
Conference_Location
Wuxi
Print_ISBN
978-1-4244-7081-5
Electronic_ISBN
978-1-4244-7082-2
Type
conf
DOI
10.1109/ICIC.2010.303
Filename
5514035
Link To Document