Mixed H2/H-infinity Data-Driven Control Design for Hard Disk Drives
For control engineers designing track-following controllers in hard disk drives, this work provides a data-driven alternative to model-based methods, accommodating system variations without explicit modeling.
The paper develops a frequency-based data-driven control design for mixed H2/H-infinity objectives, applied to a dual-stage hard disk drive track-following controller. The method uses frequency response measurements directly, avoiding system identification, and achieves convex optimization for controller design.
A frequency based data-driven control design considering mixed H2/H-infinity control objectives is developed for multiple input-single output systems. The main advantage of the data-driven control over the model-based control is its ability to use the frequency response measurements of the controlled plant directly without the need to identify a model for the plant. In the proposed methodology, multiple sets of measurements can be considered in the design process to accommodate variations in the system dynamics. The controller is obtained by translating the mixed H2/H-infinity control objectives into a convex optimization problem. The H-infinity norm is used to shape closed loop transfer functions and guarantee closed loop stability, while the H2 norm is used to constrain and/or minimize the variance of signals in the time domain. The proposed data-driven design methodology is used to design a track following controller for a dual-stage HDD. The sensitivity decoupling structure[16] is considered as the controller structure. The compensators inside this controller structure are designed and compared by decoupling the system into two single input-single-output systems as well as solving for a single input-double output controller.