Watch a step-by-step demonstration of a typical workflow for a control engineer with JuliaSim. Using a realistic case study of controlling a non-linear Research Civil Aircraft Model (RCAM), you’ll learn about:
Building the dynamic system model using ModelingToolkit
Trimming, linearization and the trim point
Formulation and solution of a closed-loop linear MPC model together with the non-linear observer and plant model
The new MPC surrogatization feature presented allows for fast, optimizer-free closed-loop control by learning the control law from data. With the toolkit, linear MPC problems can be solved at 4000 Hz, nonlinear MPC problems at 1000 Hz, and surrogatized MPC problems at 1,000,000 Hz.