SVD-based Preisach hysteresis identification and composite control of piezo actuators
In this paper, the singular value decomposition (SVD) based identification and compensation of the hysteretic phenomenon in piezo actuators are addressed using a Preisach model. First, this paper presents an SVD-based least squares algorithm and a revision approach of the identification through upda...
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Veröffentlicht in: | ISA transactions 2012-05, Vol.51 (3), p.430-438 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | In this paper, the singular value decomposition (SVD) based identification and compensation of the hysteretic phenomenon in piezo actuators are addressed using a Preisach model. First, this paper presents an SVD-based least squares algorithm and a revision approach of the identification through updating the SVD. With the identified parameters and a log of the memory curve, a Preisach-based inversion compensator is constructed which is complemented with a feedback controller to address the inevitable and residual modeling errors. Experimental results are furnished for both the identification and compensation approaches. The Preisach-based feedforward controller significantly improves the tracking performance and reduces the root-mean-square (RMS) tracking error of a PID controller by 76.7% and 89% at 1 Hz and 25 Hz, respectively. With the proposed composite controller, the percent-RMS errors at 1 Hz and 25 Hz are reduced to 0.035% and 0.31%, respectively.
► The SVD-based algorithm is designed for Preisach hysteresis identification. ► The SVD updating is employed to revise the least squares identification. ► The Preisach-based feedforward significantly enhances the tracking performance. ► Accurate motion tracking is achieved by the composite controller. |
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ISSN: | 0019-0578 1879-2022 |
DOI: | 10.1016/j.isatra.2012.01.002 |