Course: System Identification and Estimation
Code: 3ФЕИТ01004
ECTS points: 6 ECTS
Number of classes per week: 3+0+0+3
Lecturer: Prof. Dr. Elizabeta Lazareva
Course Goals (acquired competencies): To introduce the students to and allow them to master the techniques of contemporary system identification, which will enable them to solve a very large domain of identification problems in different fields – technical as well as non technical.
Course Syllabus: Mathematical models of linear dynamic systems and stochastic signals, identification of non-parametric models in the frequency domain – continuous time signals, identification of non-parametric models with correlation analysis – continuous and discrete time, identification with parametric models – discrete time signals, identification with parametric models – continuous time signals, identification of multi-variable systems, identification of non-linear systems, identification software tools, applications.
Literature:
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Required Literature |
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No. |
Author |
Title |
Publisher |
Year |
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1 |
Rolf Isermann, Marco Munchhof | Identification of Dynamic Systems: An Introduction with Applications | Springer | 2010 |
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Additional Literature |
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No. |
Author |
Title |
Publisher |
Year |
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1 |
Ljung Lennart | System Identification: Theory for the User | Prentice-Hall Inc. | 1998 |
