WOLFRAM SYSTEM MODELER
BallAndBeamLQRModel of a ball and beam setup controlled by a linear quadratic regulator |
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SystemModel["EducationExamples.Physics.BallAndBeam.BallAndBeamLQR"]
This model studies a ball rolling on top of a beam. The ball translational acceleration will be dependent on how the beam is angled. This example studies two different control schemes, the PID regulator and the LQ regulator, which can be used to control the position of the ball along the beam, using the beam angle as input.
In order to get the full experience of this example, you need the following:
These pages show an overview of the example. For the full example, open the accompanying notebook BallAndBeam.nb.
This model is different from the main model in that it uses a linear-quadratic regulator to control the ball position along the beam, instead of a PID controller, as in the example model. The gains for the controller have been calculated using the accompanying Wolfram Language notebook.
To simulate the model, perform this step:
Explore how the actual ball position differs from the reference ball position. Do this by plotting the variables x and y. The first variable describes the reference position and the latter describes the measured position. This plot will be displayed immediately upon simulation.
You should now see the following plot:
Multibody systems have automatic visualizers to show what a real-world system would look like.
In this example, custom CAD models have been loaded to better represent the system. To see a 3D representation of the system, follow the steps below:
amplitude |
Value: 0.07 Type: Length (m) Description: Amplitude of the reference pulse. |
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offset |
Value: -0.05 Type: Length (m) Description: Offset of the reference pulse. |
period |
Value: 10 Type: Time (s) Description: Period of the reference pulse. |
K |
Value: {{1., 0.582915}} Type: Real[:,:] Description: Gain matrix which is multiplied with the input (LQRGains.K) |
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x |
Type: RealOutput Description: Ball position along the beam |
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v |
Type: RealOutput Description: Ball velocity along the beam |
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y |
Type: RealOutput Description: Reference signal |
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u |
Type: RealOutput Description: Input variable for the servo |
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ballAndBeam |
Type: BallAndBeamModel |
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feedback |
Type: Feedback |
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pulse |
Type: Pulse |
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LQRGains |
Type: MatrixGain |