National Institute of Technology Rourkela

राष्ट्रीय प्रौद्योगिकी संस्थान राउरकेला

ଜାତୀୟ ପ୍ରଯୁକ୍ତି ପ୍ରତିଷ୍ଠାନ ରାଉରକେଲା

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Syllabus

Course Details

Subject {L-T-P / C} : ER5245 : Theory of Regionalized Variables { 3-0-0 / 3}

Subject Nature : Theory

Coordinator : Rekha S.

Syllabus

Module 1 :

Concept of Random Function and probability distribution function of natural parameters Traditional estimation techniques Definition of Regionalized Variables and the theory of Regionalized Variables Expectation, variance and covariance function Variograms - its formulation, estimation of experimental variogram and its modelling i.e. fitting with theoretical variogram, directional variograms Estimation using theory of Regionalized Variables (Kriging) and calculation of estimation error Cross-validation test.
Ordinary Kriging, Simple Kriging and non-stationary kriging Concept of block Kriging, Variance volume relationship, change of support, correcting for support effect, dispersion variance Non-parametric geostatistcal methods - indicator kriging, disjunctive kriging, log-normal kriging, Universal krigining Grade Tonnage curve.

Course Objective

1 .

To understand the concept of Random Function and probability distribution function of natural parameters

Course Outcome

1 .

Broad idea regarding different functions of natural parameters.

Essential Reading

1 .

1. E. H. Isaaks and R. M. Srivastava, An Introduction to Applied Geostatistics, Oxford University Press, USA

2 .

2. John C. Davis, Statistics and Data Analysis in Geology, John Wiley & Sons

Supplementary Reading

1 .

3. P. Goovaerts, Geostatistics for Natural Resources Evaluation, Oxford University Press,

2 .

1. A. J. Sinclair and G. H. Blackwell, Applied Mineral Inventory Estimation, Cambridge University publication