Data-Driven Loop-Shaping with Resonant Filters Integrating Unstable and Stable Poles in Dual-Stage Actuator Hard Disk Drives

Increasing demands for data storage capacity have grown the necessity for advanced loop-shaping techniques in Hard Disk Drives (HDD). The aim of this paper is to develop a loop-shaping method using resonant filters integrating unstable and stable poles for a dual-stage actuator HDD. The phase stability condition based on the Nyquist stability criterion is unifed in the resonant filters with unstable and stable poles for frequency response data-driven loop-shaping. The resonant filters are designed by iterative convex optimization integrating resonant filters with unstable and stable poles at the same resonance frequency. The optimized vector locus enables more flexible loop-shaping with elliptical orbits integrating unstable and stable resonant modes. The track-following performance improvement with the developed approach is validated in a dual-stage actuator HDD benchmark problem.

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Publication Details

Journal
IFAC-PapersOnLine
Published
2025-01-01
DOI
https://doi.org/10.1016/j.ifacol.2025.10.151
Citations
1
Primary Topic
Iterative Learning Control Systems
Type
article
Field-Weighted Citation Impact
1.21
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article

Data-Driven Loop-Shaping with Resonant Filters Integrating Unstable and Stable Poles in Dual-Stage Actuator Hard Disk Drives

Masahiro Mae
1 citations
IFAC-PapersOnLine
Iterative Learning Control Systems
1.21
article

Data-Driven Loop-Shaping with Resonant Filters Integrating Unstable and Stable Poles in Dual-Stage Actuator Hard Disk Drives

Masahiro Mae
article en
1 citations

Abstract

Increasing demands for data storage capacity have grown the necessity for advanced loop-shaping techniques in Hard Disk Drives (HDD). The aim of this paper is to develop a loop-shaping method using resonant filters integrating unstable and stable poles for a dual-stage actuator HDD. The phase stability condition based on the Nyquist stability criterion is unifed in the resonant filters with unstable and stable poles for frequency response data-driven loop-shaping. The resonant filters are designed by iterative convex optimization integrating resonant filters with unstable and stable poles at the same resonance frequency. The optimized vector locus enables more flexible loop-shaping with elliptical orbits integrating unstable and stable resonant modes. The track-following performance improvement with the developed approach is validated in a dual-stage actuator HDD benchmark problem.

IFAC-PapersOnLineVol. 59(17)
Tokyo University of Information Sciences (JP), The University of Tokyo (JP)
Openalex Percentile: Top 15%
Iterative Learning Control Systems
1.21
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Data-Driven Loop-Shaping with Resonant Filters Integrating Unstable and Stable Poles in Dual-Stage Actuator Hard Disk Drives — Masahiro Mae · IFAC-PapersOnLine (2025) | TGRS Research Map | TGRS