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Learn how to estimate time-varying parameters in real-time through this 16-minute instructional video from the System Identification with Julia series. Explore state estimators from LowLevelParticleFilters.jl, a state-estimation library in JuliaSim, to perform dynamic parameter estimation. Access the accompanying notebook file for hands-on practice with the demonstrated techniques. Discover essential tools like JuliaSim and ControlSystemIdentification while diving into the fundamentals of estimating dynamical models using input-output data in the Julia programming language. Connect with additional resources on state and parameter estimation, classical system identification, and enterprise solutions for modeling, simulation, and control in Julia through comprehensive documentation and support channels.
Syllabus
System identification with Julia: 10 Time-varying parameters
Taught by
JuliaHub