Course: Computer support of quality control and data analysis

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Course title Computer support of quality control and data analysis
Course code KHT/PPJ
Organizational form of instruction Lecture + Lesson
Level of course Master
Year of study not specified
Semester Winter
Number of ECTS credits 6
Language of instruction Czech, English
Status of course Compulsory
Form of instruction Face-to-face
Work placements Course does not contain work placement
Recommended optional programme components None
Lecturer(s)
  • Tunák Maroš, doc. Ing. Ph.D.
Course content
Course programme: 1. Introduction to MATLAB, set paths, workspace, vectors and matrices, variables. 2. MATLAB as a scientific calculator, built-in functions, variables, logical operations, help. 3. Basic data structures, export and import data, programming in MATLAB, M -files, scripts and functions. 4. Graphics, 2D and 3D graphs. 5. Statistic toolbox, exploratory data analysis, descriptive statistic, visualization of data, probability distributions, hypothesis testing, confidence intervals. 6. Regression models, interactive analysis with GUI. 7. Statistical process control, SPC methods, control charts, capability indexes. 8. Planning experiments. 9. Multivariate statistical process control, principal component analysis, factor analysis, clusters analysis. 10. QC Expert, interactive data analysis, special method of quality control and SPC. 11. QC Expert, quality inspection 12. QC Expert, control charts (CUSUM, EWMA, Hotteling), standard Shewhart?s charts, Pareto?s diagrams. 13. Statistical language R, statistics, 14. Language R, classifications of data, classification and regression trees.

Learning activities and teaching methods
Monological explanation (lecture, presentation,briefing)
  • Class attendance - 56 hours per semester
Learning outcomes
Computer support of quality control and data analysis
Student gets knowledges of this subject
Prerequisites
Knowledges from Bachelor study

Assessment methods and criteria
Combined examination

Credit: work out homeworks Exam: writting and oral
Recommended literature
  • QC-Expert 2.7 - manuál.
  • Crawley,M. J.. The.R.Book. John Wiley & Sons, 2007..
  • Krupka K.. Statistické řízení jakosti, TriloByte, ISBN: 80-238-1818-X.
  • Martinez W., Matinez A.. Exploratory Data Analysis with Matlab, Chapman & Hall/CRC, 2005.
  • Militký J.. Matlab a analýza dat, elektronický text, Liberec, 2002-2004.


Study plans that include the course
Faculty Study plan (Version) Category of Branch/Specialization Recommended year of study Recommended semester
Faculty: Faculty of Textile Engineering Study plan (Version): Quality Control (2012) Category: Special and interdisciplinary fields 2 Recommended year of study:2, Recommended semester: Winter
Faculty: Faculty of Textile Engineering Study plan (Version): Quality Control (12) Category: Special and interdisciplinary fields 2 Recommended year of study:2, Recommended semester: Winter