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What is Semivariogram

Handbook of Research on Geoinformatics
(or Variogram): A traditional semivariogram plots one-half of the square of the differences between samples versus their distance from one another; it measures the degree of spatial autocorrelation that is used to assign weights in Kriging interpolation. A semivariogram model is one of a series of mathematical functions that are permitted for fitting the points on an experimental variogram.
Published in Chapter:
Spatial Interpolation
Xiaojun Yang (Florida State University, USA)
Copyright: © 2009 |Pages: 8
DOI: 10.4018/978-1-59140-995-3.ch017
Abstract
Spatial interpolation is a core component of data processing and analysis in geoinformatics. The purpose of this chapter is to discuss the concept and techniques of spatial interpolation. It begins with an overview of the concept and brief history of spatial interpolation. Then, the chapter reviews some commonly used interpolations that are specifically designed for working with point data, including inverse distance weighting, kriging, triangulation, Thiessen polygons, radial basis functions, minimum curvature, and trend surface. This is followed by a discussion on some criteria that are proposed to help select an appropriate interpolator; these criteria include global accuracy, local accuracy, visual pleasantness and faithfulness, sensitivity, and computational intensity. Finally, future research needs and new, emerging applications are presented.
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