541-0545/03 – Expert Systems in GIS (ES_GIS)

Gurantor departmentDepartment of Geological EngineeringCredits5
Subject guarantorDoc. PaedDr. Vladimír Homola, Ph.D.Subject version guarantorDoc. PaedDr. Vladimír Homola, Ph.D.
Study levelundergraduate or graduateRequirementChoice-compulsory
Year1Semestersummer
Study languageCzech
Year of introduction2005/2006Year of cancellation2014/2015
Intended for the facultiesHGFIntended for study typesFollow-up Master
Instruction secured by
LoginNameTuitorTeacher giving lectures
HOM50 Doc. PaedDr. Vladimír Homola, Ph.D.
Extent of instruction for forms of study
Form of studyWay of compl.Extent
Full-time Graded credit 1+3
Combined Graded credit 12+0

Subject aims expressed by acquired skills and competences

The first part of this course is dedicated to solving expert problems. These problems can arise from other courses as well as from practice. The main emphasis lays in explanation of fundamental principles of problem solving strategies and of their general properties. The students learn how to decide which procedure is a suitable tool for solving a specific problem. An important ingredient of the course is algorithmic implementation in PROLOG language. The students learn how to use existing Expert Systems, too. The second part of the course deals with basic types of Artificial Neural Networks and with the way in which to understand these networks from both theoretical and practical points of view. 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
Tutorials

Summary

Introduction to Artificial Intelligence (AI). Languages of AI. Introduction to PROLOG. Problem solving strategies. Expert System (ES). Describe the characteristics, features, structures, limitations, and benefits of ES. Describe the various methods of knowledge representation and build simple rule- based knowledge bases. Describe the various methods of inference. Conduct manual backward and forward chaining inferences. Artificial Neural Networks. The most common models like Backpropagation multilayered, Recurrent multilayered, Kohonen, Counterpropagation, Hopfield, BAM and ART nets are introduced. Object-oriented model of all mentioned types of neural networks. Expert System and Neural Network. Applications of Neural Network in Imaging Processing.

Compulsory literature:

Giarratano, J., Riley, G.: Expert Systems: Principles and Programming. 4th Ed., Brooks Cole, 2004

Recommended literature:

Nilsson, N.J.: Artificial Intelligence: A New Synthesis. Morgan Kaufmann, 1998

Way of continuous check of knowledge in the course of semester

Písemné testy.

E-learning

Další požadavky na studenta

Active participation in seminars and successful completion of written tests.

Prerequisities

Subject has no prerequisities.

Co-requisities

Subject has no co-requisities.

Subject syllabus:

Solving expert problems. Fundamental principles of problem solving strategies. Algorithmic implementation in PROLOG language. Expert Systems. Basic types of Artificial Neural Networks.

Conditions for subject completion

Combined form (validity from: 2012/2013 Winter semester, validity until: 2014/2015 Summer semester)
Task nameType of taskMax. number of points
(act. for subtasks)
Min. number of points
Graded exercises evaluation Graded credit 100  51
Mandatory attendence parzicipation:

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Occurrence in study plans

Academic yearProgrammeField of studySpec.FormStudy language Tut. centreYearWSType of duty
2014/2015 (N2110) Geological Engineering (2101T003) Geological Engineering P Czech Ostrava 1 Choice-compulsory study plan
2014/2015 (N2110) Geological Engineering (2101T003) Geological Engineering K Czech Ostrava 1 Choice-compulsory study plan
2013/2014 (N2110) Geological Engineering (2101T003) Geological Engineering P Czech Ostrava 1 Choice-compulsory study plan
2013/2014 (N2110) Geological Engineering (2101T003) Geological Engineering K Czech Ostrava 1 Choice-compulsory study plan
2013/2014 (N2110) Geological Engineering (2101T003) Geological Engineering (10) GI K Czech Ostrava 1 Choice-compulsory study plan
2012/2013 (N2110) Geological Engineering (2101T003) Geological Engineering (10) GI P Czech Ostrava 1 Choice-compulsory study plan
2012/2013 (N2110) Geological Engineering (2101T003) Geological Engineering P Czech Ostrava 1 Choice-compulsory study plan
2012/2013 (N2110) Geological Engineering (2101T003) Geological Engineering (10) GI K Czech Ostrava 1 Choice-compulsory study plan
2012/2013 (N2110) Geological Engineering (2101T003) Geological Engineering K Czech Ostrava 1 Choice-compulsory study plan
2011/2012 (N2110) Geological Engineering (2101T003) Geological Engineering (00) Geologické inženýrství P Czech Ostrava 1 Choice-compulsory study plan
2011/2012 (N2110) Geological Engineering (2101T003) Geological Engineering (10) GI P Czech Ostrava 1 Choice-compulsory study plan
2011/2012 (N2110) Geological Engineering (2101T003) Geological Engineering (00) Geologické inženýrství K Czech Ostrava 1 Choice-compulsory study plan
2011/2012 (N2110) Geological Engineering (2101T003) Geological Engineering (10) GI K Czech Ostrava 1 Choice-compulsory study plan
2010/2011 (N2110) Geological Engineering (2101T003) Geological Engineering (00) Geologické inženýrství P Czech Ostrava 1 Choice-compulsory study plan
2010/2011 (N2110) Geological Engineering (2101T003) Geological Engineering (10) GI P Czech Ostrava 1 Choice-compulsory study plan
2010/2011 (N2110) Geological Engineering (2101T003) Geological Engineering (00) Geologické inženýrství K Czech Ostrava 1 Choice-compulsory study plan
2009/2010 (N2110) Geological Engineering (2101T003) Geological Engineering (10) GI P Czech Ostrava 1 Choice-compulsory study plan
2009/2010 (N2110) Geological Engineering (2101T003) Geological Engineering (00) Geologické inženýrství P Czech Ostrava 1 Choice-compulsory study plan
2009/2010 (N2110) Geological Engineering (2101T003) Geological Engineering (00) Geologické inženýrství K Czech Ostrava 1 Choice-compulsory study plan
2008/2009 (N2110) Geological Engineering (2101T003) Geological Engineering (10) GI P Czech Ostrava 1 Choice-compulsory study plan
2008/2009 (N2110) Geological Engineering (2101T003) Geological Engineering (00) Geologické inženýrství K Czech Ostrava 1 Choice-compulsory study plan
2008/2009 (N2110) Geological Engineering (2101T003) Geological Engineering (00) Geologické inženýrství P Czech Ostrava 1 Choice-compulsory study plan
2007/2008 (N2110) Geological Engineering (2101T003) Geological Engineering (10) GI P Czech Ostrava 1 Choice-compulsory study plan
2007/2008 (N2110) Geological Engineering (2101T003) Geological Engineering (00) Geologické inženýrství K Czech Ostrava 1 Choice-compulsory study plan
2007/2008 (N2110) Geological Engineering (2101T003) Geological Engineering (00) Geologické inženýrství P Czech Ostrava 1 Choice-compulsory study plan
2007/2008 (N2110) Geological Engineering (2101T003) Geological Engineering (00) Geologické inženýrství P Czech Ostrava 2 Choice-compulsory study plan

Occurrence in special blocks

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