Modelling of Dynamic Systems
5
ECTS Credits
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Goals
Course objectives: - understanding dynamic system characteristics - qualification for modeling linear and nonlinear dynamic systems and validation of models - competence for work with simulation tools Competences: - knowledge of basic concepts of dynamic systems - knowledge of methods for modeling dynamic systems from data - ability to use the identification and optimization algorithms - the ability to use simulation tools
Curriculum
1. Introduction
- Introduction to systems
- Properties of dynamic systems
- Approaches to modelling dynamic systems
- Phases of process model dynamic system synthesis
2. Dynamic systems
- Typology of dynamical systems
- Linear dynamic systems
- Nonlinear dynamic systems
- Stohastic dynamic systems
3. Simulation of dynamic systems
- Basics of numeric integration
- Simulation of dynamic systems
- Tools for simulation of dynamic systems
4. Modelling of dynamic systems
- Methods of dynamic systems modelling
- Linear identification methods
- Nonlinear identification methods
- Optimisation of dynamic system model
- Models validation
- Examples of modelling in practice
Obligations
Completed second-cycle studies in information or communication technologies or completed second-cycle studies in other fields with knowledge of fundamentals in the field of this course. Basic knowledge of mathematics, computer science and informatics is also requested.Examination
Literature and references
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