Adaptive Control for 3-disk Torsional Pendulum
Method
An existing linear controller is augmented by a neural network-based adaptive element. The basic approach involves formulating an architecture for which the associated error equation has a form suitable for applying previous results for adaptive output feedback control. The approach is applicable to nonlinear systems with both parametric uncertainties and unmodeled dynamics, and does not place any restriction on the relative degree of the regulated output variable.
Experiment
An actuation device, a brushless DC servo motor, applies torque to the bottom disk. The angles of each disk are measured by encoders; A linear model was selected as a rigid body so that the flexible, unmodelled dynamics be emphasized. A lead controller is designed for the regulation of the bottom disk. A disturbance was applied as an external torque to the system using a friction drive motor attached to the rim of the top disk. Collocated sensor/actuator (control of the bottom disk).
In this case, the regulated output (the angle of the bottom disk) has relative degree 2 with respect to the control voltage. An existing controller is designed as a lead controller assuming the system is rigid.
Collocated sensor/actuator (control of the bottom disk)
- Reference Command Tracking
- Disturbance Rejection
Non-collocated sensor/actuator (control of the middle disk)
When the middle disk is selected as the regulated variable, the relative degree bocomes 4. A linear controller is designed as a LQG controller.
- Disturbance rejection/square wave tracking, video
Related Publications
- Augmentation of an existing linear controller with an adaptive elementAmerican Control Conference, Anchorage, AK, May, 2002calise:acc:2002Keywords: augmentation of existing controllers
- An Augmenting Adaptive Approach to Control of Flexible Systems AIAA Guidance, Navigation, and Control Conference and Exhibit, Monterey, California, August, 2002calise:gnc:2002Keywords: augmentation of existing controllers
- Augmenting Adaptive Approach to Control of Flexible SystemsJournal of Guidance Control and Dynamics, 27(3):387-396, May, 2004calise:jgcd:2004Keywords: augmentation of existing controllers, flexible systems
- Augmenting adaptive output feedback control of uncertain nonlinear systems with actuator nonlinearitiesAmerican Control Conference, Boston, MA, June, 2004yang:acc:2004Keywords: augmentation of existing controllers, output feedback