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System identification with Julia: 7 Validation

We talk about a few different ways of validating your estimated model System identification with Julia is an introductory video series about system identification, the art and science of estimating dynamical models using input-output data and the Julia programming language. Notebook file: https://juliahub.com/ui/Notebooks/fre... This tutorial is also available with more details in the documentation: https://baggepinnen.github.io/Control... 00:00 Validation 00:44 Data description 03:38 Estimated impulse response 04:48 Model fitting and train/test split 06:03 Validation 09:46 Frequency-domain estimate 11:00 Compare impulse responses 11:52 Residual analysis 13:51 Summary Throughout the series, we will use the tools JuliaSim and ControlSystemIdenitification, detailed below. Find out more about Validation: https://baggepinnen.github.io/Control... Coherence function: https://baggepinnen.github.io/Control...{ControlSystemIdentification.AbstractIdData} JuliaSim is an online platform providing enterprise solutions for modeling, simulation and control in Julia, building on ControlSystems.jl, see https://juliahub.com/products/juliasim/ with control-specific documentation available https://help.juliahub.com/juliasimcon... For classical system identification in Julia, see https://baggepinnen.github.io/Control... Please leave a comment if there is a particular system-identification related topic you would like to learn about! Got questions or feedback? We'd love to hear from you! Fill out the contact form below, and our team will get back to you as soon as possible. https://share.hsforms.com/1ax_TNnP2S5...