Geostatistics

Type of study	Doctoral
Language of instruction	English
Code	541-0934/03
Abbreviation	GST_D
Course title	Geostatistics
Credits	10
Coordinating department	Department of Geological Engineering
Course coordinator	Ing. Michal Matloch Porzer, Ph.D.

Osnova předmětu

1. Basic properties and modeling of natural objects. Introduction to geostatistics.
2. Random function. Regionalized variable.
3. Stationary and intrinsic hypotheses. Variogram. Anisotropies, drift, models for variograms.
4. Experimental variograms. Structural analysis.
5. Dispersion as a function of block size. Regularization and deregularization of variograms.
6. Local estimation – kriging. Ordinary kriging. Point kriging and block kriging. Simple kriging. Universal kriging.
7. Cokriging. Nonlinear kriging. Lognormal kriging. Indicator kriging.
8. Soft kriging. Probability kriging.
9. Cross validation. Principles of stochastic simulation.
10. Global estimation.

Povinná literatura

Armstrong, M.: Basic Linear Geostatistics. Berlin, 1998.
Deutsch, C., V.: Geostatistical Reservoir modeling. Oxford, 2002.
Deutsch, C., V., Journel, A., G.: GSLIB – Geostatistical Software Library and User's Guide. Oxford, 1998.
Goovaerts, P.: Geostatistics for Natural Resourses Evaluation. Oxford, 1997.
Isaaks, E., H., Srivastava, R., M.: Applied Geostatistics. Oxford, 1989.
Lantuéjoul, Ch.: Geostatistical Simulation: Models and Algorithms. Springer, 2002.
REMY, N., BOUCHER, A., WU, J.: Applied geostatistics with SGeMS: a user's guide. New York: Cambridge University Press, 2009.

Doporučená literatura

Clark, I., Harper, W.,V.: Practical Geostatistics. Ecosse North America Llc, Columbus Ohio, USA, 2000.
Kitanidis, P.,K.: Introduction to Geostatistics: Applications to Hydrogeology. New York, 1997.
Webster, R., Oliver, M. A.: Geostatistics for Environmental Scientists. Wiley, 2007.

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