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On the Mathematical Model of Universal Co-kriging

On the Mathematical Model of Universal Co-kriging
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摘要 Due to its complexities in both mathematicM formulations and applications, universal co-kriging (UCK) has not been sufficiently discussed in literature. An extended and simpler matrix formulation UCK with incorporation of a polynomial variable trend is proposed in this paper. Estimators of the value and expectation of a regionMized vector taken in a point are obtained on the basis of cross-covaxiance and cross-vaxiogram, respectively. The complex expressions of co-kriging with trend are greatly simplified by introducing special matrix operations, such as Kronecker product, into the formulations. This simplification offers a feasible and easier approach for computer coding of the UCK, and helps the practitioners to use the UCK technique conveniently in real cases. Due to its complexities in both mathematicM formulations and applications, universal co-kriging (UCK) has not been sufficiently discussed in literature. An extended and simpler matrix formulation UCK with incorporation of a polynomial variable trend is proposed in this paper. Estimators of the value and expectation of a regionMized vector taken in a point are obtained on the basis of cross-covaxiance and cross-vaxiogram, respectively. The complex expressions of co-kriging with trend are greatly simplified by introducing special matrix operations, such as Kronecker product, into the formulations. This simplification offers a feasible and easier approach for computer coding of the UCK, and helps the practitioners to use the UCK technique conveniently in real cases.
作者 韩燕
出处 《Northeastern Mathematical Journal》 CSCD 2007年第3期272-282,共11页 东北数学(英文版)
基金 The NSF(10571074)of China.
关键词 GEOSTATISTICS CO-KRIGING matrix analysis regionalized vector geostatistics, co-kriging, matrix analysis, regionalized vector
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参考文献8

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