Nonlinear Curve Fitting Approach for Position and Current Stiffness Parameter Identification in AMB Rotor Systems
Numan, Muhammad; Putkonen, Atte; Ranjan, Gyan; Lindh, Tuomo; Nevaranta, Niko (2026-06-23)
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Sisältö avataan julkiseksi: 24.06.2027
Sisältö avataan julkiseksi: 24.06.2027
Post-print / Final draft
Numan, Muhammad
Putkonen, Atte
Ranjan, Gyan
Lindh, Tuomo
Nevaranta, Niko
23.06.2026
211
570-581
Springer, Cham
Mechanisms and Machine Science
School of Energy Systems
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© 2026 The Author(s), under exclusive license to Springer Nature Switzerland AG
© 2026 The Author(s), under exclusive license to Springer Nature Switzerland AG
Julkaisun pysyvä osoite on
https://urn.fi/URN:NBN:fi-fe20260629105213
https://urn.fi/URN:NBN:fi-fe20260629105213
Tiivistelmä
Accurate linearized stiffness parameters of active magnetic bearings (AMBs) are essential for rotor-dynamics modelling, controller design and performance assessment. This paper presents a reproducible,
physics-informed time-domain identification method to estimate the position and current stiffness of two radial AMBs supporting a rigid rotor. Open-loop tests without outer position feedback controller are performed using the inner current control, where step current excitations are applied separately to each AMB while the collocated position sensor records the radial displacement. A hyperbolic-cosine model is fitted to the transient displacement via non-linear least squares, and the fitted pole like parameter is converted to stiffness using the effective mass. The method is validated on both linear and nonlinear actuator models using a detailed simulation model as well as on experimental data collected from
a modular test rig. The findings indicate that the proposed method can accurately estimate stiffness parameters, demonstrating its suitability for system commissioning with limited knowledge.
physics-informed time-domain identification method to estimate the position and current stiffness of two radial AMBs supporting a rigid rotor. Open-loop tests without outer position feedback controller are performed using the inner current control, where step current excitations are applied separately to each AMB while the collocated position sensor records the radial displacement. A hyperbolic-cosine model is fitted to the transient displacement via non-linear least squares, and the fitted pole like parameter is converted to stiffness using the effective mass. The method is validated on both linear and nonlinear actuator models using a detailed simulation model as well as on experimental data collected from
a modular test rig. The findings indicate that the proposed method can accurately estimate stiffness parameters, demonstrating its suitability for system commissioning with limited knowledge.
Lähdeviite
Numan, M., Putkonen, A., Ranjan, G., Lindh, T., Nevaranta, N. (2026). Nonlinear Curve Fitting Approach for Position and Current Stiffness Parameter Identification in AMB Rotor Systems. In: Sopanen, J., Kurvinen, E., Viitala, R., Holopainen, T., Choudhury, T. (eds) Proceedings of the 12th IFToMM International Conference on Rotordynamics. IFToMM 2026. Mechanisms and Machine Science, vol 211. Springer, Cham. https://doi.org/10.1007/978-3-032-29037-3_45
Alkuperäinen verkko-osoite
https://link.springer.com/chapter/10.1007/978-3-032-29037-3_45Kokoelmat
- Tieteelliset julkaisut [1857]