| Abstract: | Smoothing is a characteristic inherent to all minimum mean-square-error spatial estimators such as kriging. Cross-validation can be used to detect and model such smoothing. Inversion of the model produces a new estimator-compensated kriging. A numerical comparison based on an exhaustive permeability sampling of a 4-fr2 slab of Berea Sandstone shows that the estimation surface generated by compensated kriging has properties intermediate between those generated by ordinary kriging and stochastic realizations resulting from simulated annealing and sequential Gaussian simulation. The frequency distribution is well reproduced by the compensated kriging surface, which also approximates the experimental semivariogram well - better than ordinary kriging, but not as well as stochastic realizations. Compensated kriging produces surfaces that are more accurate than stochastic realizations, but not as accurate as ordinary kriging. ?? 1996 International Association for Mathematical Geology. |
| Genre: | Article |
| ProdID: | 70018681 |
| Citation Author: | Olea, R. A.; Pawlowsky, Vera |
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| Citation End Page: | 417 |
| Citation Issue: | 4 |
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| Citation Language: | English |
| Citation Larger Work Title: | Mathematical Geology |
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| Citation Number Of Pages: | 11 |
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| Citation Publisher: | Springer |
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| Citation Search Results Text: | Compensating for estimation smoothing in kriging; 1996; Article; Journal; Mathematical Geology; Olea, R. A.; Pawlowsky, Vera |
| Citation Start Page: | 407 |
| Citation Volume: | 28 |
| Citation Year: | 1996 |
| Type: | citation/reference |
| Text: | Compensating for estimation smoothing in kriging; 1996; Article; Journal; Mathematical Geology; Olea, R. A.; Pawlowsky, Vera |
| URL (THUMBNAIL): | http://pubs.er.usgs.gov/thumbnails/outside_thumb.jpg |
| URL (DIGITAL OBJECT IDENTIFIER): | http://dx.doi.org/10.1007/BF02083653 |
| Date Other: | Mon, 1 Jan 1996 00:00 -0600 |
| Publisher: | Springer |