Specify Steady-State Operating Point for Parameter Estimation
What is a Steady-State Operating Point?
An operating point of a dynamic system defines the states and root-level input signals of the model at a specific time. For example, in a car engine model, variables such as engine speed, throttle angle, engine temperature, and surrounding atmospheric conditions typically describe the operating point.
A steady-state operating point of a model, also called an equilibrium or trim condition, includes state variables that do not change with time.
A model can have several steady-state operating points. For example, a hanging damped pendulum has two steady-state operating points at which the pendulum position does not change with time. A stable steady-state operating point occurs when a pendulum hangs straight down. When the pendulum position deviates slightly, the pendulum always returns to equilibrium. In other words, small changes in the operating point do not cause the system to leave the region of good approximation around the equilibrium value.
When using optimization search to compute operating points for nonlinear systems, your initial guesses for the states and input levels must be near the desired operating point to ensure convergence.
When linearizing a model with multiple steady-state operating points, it is important to have the right operating point. For example, linearizing a pendulum model around the stable steady-state operating point produces a stable linear model, whereas linearizing around the unstable steady-state operating point produces an unstable linear model.
Setting Up a Steady-State Operating Point
This topic shows how to setup a steady-state operating point in Parameter Estimator. To improve the fit between the model and measured data, the model must be set to steady-state when parameters are estimated.
Open the Parameter Estimator and setup your experiment using the steps outlined in Estimate Model Parameter Values (GUI).
In the toolstrip, click More Options and select
Operating Point Optionsfrom the drop down menu.
The following Operating Point dialog box opens.
The Estimate at steady-state option is not checked by default when you open the operating point dialog. Select the appropriate experiment to change the parameters for from the
Experiment:drop down menu. Use the States, Inputs and Outputs tabs to specify the known parameters, bounds and deviations. For instance, there are two states in the above figure. Use the operating point dialog to specify that these states should be treated as an unknown, and should be set to steady state. During parameter estimation, the operating point computation will vary this state to set it at steady-state.
You can also sync operating point specifications from your Simulink® model or another experiment using the
Sync with specification from:drop-down list. After you make your selection, click on the button to copy the parameters.
The Simulink Design Optimization™ software uses optimization methods to search for operating points in a model. Use the Options tab of the dialog to specify these optimization methods. These options specify the optimization algorithm, tolerances, and stopping conditions. For instance, the option
Gradient descent with projectionis often used to find the operating point for systems that use physical modeling. For more information, click on the button.
Having specified the operating point parameters, continue with the estimation workflow as described in Estimate Model Parameter Values (GUI).
- What Is an Operating Point? (Simulink Control Design)
- What Is a Steady-State Operating Point? (Simulink Control Design)
- Set Model to Steady-State When Estimating Parameters (GUI)
- Set Model to Steady-State When Estimating Parameters (Code)