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CZECH TECHNICAL UNIVERSITY IN PRAGUE
STUDY PLANS
2023/2024

Identification of Technological Processes

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Code Completion Credits Range
W37OZ001 ZK 78P
Garant předmětu:
Milan Hofreiter
Lecturer:
Milan Hofreiter
Tutor:
Milan Hofreiter
Supervisor:
Department of Instrumentation and Control Engineering
Synopsis:

• Fundamental terms and classification of identification methods

• Time-invariant linear systems

• Experimental identification of nonparametric models

• Signal description using a frequency domain representation

• Continuous and discrete models of linear time-invariant systems

• Estimating parametric models from nonparametric models

• Least-squares method

• Numerical solutions for the least-squares estimate

• Maximum likelihood method

• Recursive estimation methods

• Models ARMA, AR, MA, ARX, OE, ARMAX, BJ

• One-step and multi-step ahead prediction of output

• Closed-loop identification

• Identification of technological processes in practice

Requirements:
Syllabus of lectures:
Syllabus of tutorials:
Study Objective:
Study materials:

• L. Ljung: System Identification - Theory for the User, Prentice Hall PTR, 1999.

• R. Pintelon, J. Schoukens: System Identification-A Frequency Domain Approach, IEEE Press, 2001

https://moodle-vyuka.cvut.cz/

Note:
Time-table for winter semester 2023/2024:
Time-table is not available yet
Time-table for summer semester 2023/2024:
Time-table is not available yet
The course is a part of the following study plans:
Data valid to 2024-06-22
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