System Identification and Parameter Estimation

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About this course

Analysis of unknown dynamic systems in the time-domain and the frequency domain. Application to relation between transfer functions and spectral densities in open-loop and closed-loop systems. Modelling of systems: Choice of model structure and parametrisation. Linear and non-linear model structures Parameter estimation by optimization Optimization techniques: Gradient methods, random-search methods, genetic algorithms.

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