Conditioning of coefficient matrices of Ordinary Kriging |
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Authors: | R J O'Dowd |
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Institution: | (1) Department of Geology and Geophysics, The University of Adelaide, 5001, South Australia |
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Abstract: | The solution of a set of linear equations is central to Ordinary Kriging. Computers are commonly applied because of the amount of data and work involved. There has, until recently, been little attention devoted toward the conditioning of kriging matrices. This article considers implications of conditioning upon numerical stability, instead of on robustness which has been the main focus of past work. The effect of properties of the stationary covariance matrix on the conditioning of the kriging matrix is discussed. The relationship between the covariance and autocorrelation functions allows some conclusions about the conditioning of covariance matrices, based on past work in deconvolution. The conditioning of some coefficient matrices of stationary kriging, defined in terms of either the semivariogram or the covariance, is examined. |
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Keywords: | linear geostatistics deconvolution linear equations numerical stability |
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