Course Unit Code | 050-0027/01 |
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Number of ECTS Credits Allocated | 5 ECTS credits |
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Type of Course Unit * | Compulsory |
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Level of Course Unit * | Second Cycle |
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Year of Study * | First Year |
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Semester when the Course Unit is delivered | Winter Semester |
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Mode of Delivery | Face-to-face |
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Language of Instruction | Czech |
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Prerequisites and Co-Requisites | There are no prerequisites or co-requisites for this course unit |
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Name of Lecturer(s) | Personal ID | Name |
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| SEN76 | doc. Ing. Pavel Šenovský, Ph.D. |
Summary |
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Students will familiarize themselves with the possibilities of employing the information technologies for database datamining as a useful source of information for an effective decision-making process. They will also familiarize with the rudiments of industrial automation of manufacturing process. |
Learning Outcomes of the Course Unit |
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Basic knowledge in the area of SCADA systems. The synthesis of knowledge from the software support of analyses from various data sources. |
Course Contents |
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1. Introduction to industrial automation
2-3. SCADA systems and its usage
4. Realtime databases and data processing in industrial automation
5. Actual security threats in industrial automation
6. Protection of industrial control systems
7. Datamining and its application in security
8. Decision trees
9. Associative rules
10. Bayes classificator
11. Introduction to neural networks
12. Introduction to deep learning
13. Evolutionary algorithms in datamining |
Recommended or Required Reading |
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Required Reading: |
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R: The R Project for Statistical Computing [online]. [cit. 2018-09-4]. Dostupné z: https://www.r-project.org/ |
ŠENOVSKÝ, Pavel. Bezpečnostní informatika 3 [online]. VŠB - Technická univerzita Ostrava: Ostrava 2010, 80 str., dostupné z https://lms.vsb.cz [cit. 2014-07-12]
KOMÁREK, Arnošt. Hrátky s R [online]. Praha: Matematicko-fyzikálná fakulta Univerzity Karlovy v Praze, 2009. 48 s. Dostupné z: https://www.karlin.mff.cuni.cz/~kulich/vyuka/Rdoc/arnost_introR.pdf |
Recommended Reading: |
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PARADIS, Emmanuel. R for Beginners [online]. Montpellier: Universit´e Montpellier II, 2005, 72 s., dostupné z https://cran.r-project.org/doc/contrib/Paradis-rdebuts_en.pdf [cit. 2017-09-15]
KNAPP, Eric D., LANGILL, Joel Thomas. Industrial Network Security, Securing Critical Infrastructure Networks for Smart Grid, SCADA, and Other Industrial Control Systems. 2 vyd. Waltham, MA: Syngress, 2014. 460 s. ISBN 978-0-12-420114-9. |
BERKA, P.: Dobývání znalostí z databází. Academia: Praha 2003, 366 str., ISBN 80-200-1062-9 |
Planned learning activities and teaching methods |
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Lectures, Tutorials, Project work |
Assesment methods and criteria |
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Task Title | Task Type | Maximum Number of Points (Act. for Subtasks) | Minimum Number of Points for Task Passing |
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Credit and Examination | Credit and Examination | 100 (100) | 51 |
Credit | Credit | 45 | 16 |
Examination | Examination | 55 | 28 |