541-0934/02 – Geostatistics (GST_D)

Gurantor departmentDepartment of Geological EngineeringCredits10
Subject guarantordoc. RNDr. František Staněk, Ph.D.Subject version guarantordoc. RNDr. František Staněk, Ph.D.
Study levelpostgraduateRequirementChoice-compulsory
YearSemesterwinter + summer
Study languageCzech
Year of introduction2003/2004Year of cancellation
Intended for the facultiesFAST, HGFIntended for study typesDoctoral
Instruction secured by
LoginNameTuitorTeacher giving lectures
STA22 doc. RNDr. František Staněk, Ph.D.
Extent of instruction for forms of study
Form of studyWay of compl.Extent
Full-time Examination 20+0
Combined Examination 20+0

Subject aims expressed by acquired skills and competences

This course is dedicated to basic properties and modelling of natural objects. These problems can arise from other courses as well as from practice. The main emphasis lays in explanation of fundamental principles of geostatistical methods and of their general properties. The students learn how to decide which geostatistical procedure is a suitable tool for solving a specific problem. An important ingredient of the course is learning how to use existing software specialized for geostatistical computations, too. The first part of the course deals with basic geostatistical notions and with the way in which to understand these notions from both theoretical and practical points of view. In the second part of the course the students learn the geostatistical way of thinking as a mean of understanding real-life processes. The basic methods of collecting and analysing geo-data are introduced. The students are taught how to use these general methods to solve the problems arising from other courses of their study and from practice.

Teaching methods

Lectures
Individual consultations
Project work

Summary

Basic properties and modeling of natural objects. Introduction to geostatistics. Random function. Regionalized variable. Stationary and intrinsic hypotheses. Variogram. Anisotropies, drift, models for variograms. Experimental variograms. Structural analysis. Dispersion as a function of block size. Local estimation – kriging. Ordinary kriging. Point kriging and block kriging. Simple kriging. Universal kriging. Cokriging. Nonlinear kriging. Soft kriging. Lognormal kriging. Indicator kriging. Probability kriging. Cross validation. Principles of stochastic simulation. Sequential Gaussian simulation (SGSIM) and direct sequential simulation (DSSIM).

Compulsory literature:

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.

Recommended literature:

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.

Way of continuous check of knowledge in the course of semester

Individual consulting.

E-learning

Další požadavky na studenta

Active participation in consultations and successful defense of the project.

Prerequisities

Subject has no prerequisities.

Co-requisities

Subject has no co-requisities.

Subject syllabus:

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. Soft kriging. Lognormal kriging. Indicator kriging. 8. Soft kriging. Probability kriging. 9. Cross validation. Principles of stochastic simulation. 10. Global estimation.

Conditions for subject completion

Combined form (validity from: 2013/2014 Winter semester)
Task nameType of taskMax. number of points
(act. for subtasks)
Min. number of points
Examination Examination  
Mandatory attendence parzicipation:

Show history

Occurrence in study plans

Academic yearProgrammeField of studySpec.FormStudy language Tut. centreYearWSType of duty
2019/2020 (P3657) Geodesy, Cartography and Geoinformatics (3602V002) Geoinformatics P Czech Ostrava Choice-compulsory study plan
2019/2020 (P3657) Geodesy, Cartography and Geoinformatics (3602V002) Geoinformatics K Czech Ostrava Choice-compulsory study plan
2019/2020 (P0732D260002) Geotechnics and Underground Engineering P Czech Ostrava Compulsory study plan
2019/2020 (P0732D260002) Geotechnics and Underground Engineering K Czech Ostrava Compulsory study plan
2018/2019 (P3657) Geodesy, Cartography and Geoinformatics (3602V002) Geoinformatics P Czech Ostrava Choice-compulsory study plan
2014/2015 (P3646) Geodesy and Cartography (3602V002) Geoinformatics P Czech Ostrava Choice-compulsory study plan
2014/2015 (P3646) Geodesy and Cartography (3602V002) Geoinformatics K Czech Ostrava Choice-compulsory study plan
2013/2014 (P3646) Geodesy and Cartography (3602V002) Geoinformatics P Czech Ostrava Choice-compulsory study plan
2013/2014 (P3646) Geodesy and Cartography (3602V002) Geoinformatics K Czech Ostrava Choice-compulsory study plan
2012/2013 (P3646) Geodesy and Cartography (3602V002) Geoinformatics P Czech Ostrava Choice-compulsory study plan
2012/2013 (P3646) Geodesy and Cartography (3602V002) Geoinformatics K Czech Ostrava Choice-compulsory study plan
2011/2012 (P3646) Geodesy and Cartography (3602V002) Geoinformatics P Czech Ostrava Choice-compulsory study plan
2011/2012 (P3646) Geodesy and Cartography (3602V002) Geoinformatics K Czech Ostrava Choice-compulsory study plan
2010/2011 (P3646) Geodesy and Cartography (3602V002) Geoinformatics K Czech Ostrava Optional study plan

Occurrence in special blocks

Block nameAcademic yearForm of studyStudy language YearWSType of blockBlock owner