Abstract
A disturbance feed-forward compensation method based on 7th-order extended Kalman filter (EKF) is proposed for permanent magnet linear synchronous motor (PMLSM) servo system which is vulnerable to the influence of external disturbances, such as friction force, force ripple and so on. Firstly, a disturbance model which consists of position-dependent functions was developed and utilized as a disturbance feed-forward compensator. Then, the initial position and the varying mass information of plant were estimated by the 7th-order EKF and reflected to the disturbance feed-forward compensator. In addition, the coefficients of the disturbance model were adjusted adaptively to create synchronization between the model and real disturbance and achieve the purpose of varying mass estimation and disturbance compensation. Finally, the system simulation and experiment results confirm that the proposed method is effective and feasible. The PMLSM servo system based on 7th-order EKF has superior performance in disturbance compensation, and it is not affected by the varying mass of PMLSM.
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References
Ting C, Chang Y, Shi B, Lieu J (2015) Adaptive backstepping control for permanent magnet linear synchronous motor servo drive. Electric Power Appl IET 9(3):265–279
Wang M, Li L, Pan D (2015) Detent force compensation for PMLSM systems based on structural design and control method combination. IEEE Trans Ind Electron 62(11):6845–6854
Zhao X, Zhao J (2016) Intelligent complementary sliding mode control for permanent magnet linear synchronous motor. Trans China Electrotech Soc 31(23):9–14
Park EJ, Jung SY, Kim YJ (2016) A design of optimal interval between armatures in long distance transportation PMLSM for end cogging force reduction. J Electr Eng Technol 11(2):361–366
Panah PG, Ataei M, Mirzaeian B, Kiyoumarsi A, Shafiei A (2015) A robust adaptive sliding mode control for PMLSM with variable velocity profile over wide range. Res J Appl Sci Eng Technol 10(9):997–1006
Hua C, Rao Z, Na T, Zhu Z (2015) Nonlinear dynamics of rub-impact on a rotor-rubber bearing system with the Stribeck friction Model. J Mech Sci Technol 29(8):3109–3119
Kim K, Kim J, Choi YM, Gweon D (2012) Hybrid control system for compensation of the force ripple in permanent magnet linear motor. Adv Sci Lett 13(1):132–136
Zhi F, Zhang M, Zhu Y, Li X (2017) Analysis and elimination of harmonics in force of ironless permanent magnet linear synchronous motor. Proc CSEE 37(7):2101–2109
Wu G (2017) Kinematic analysis and optimal design of a wall-mounted four-limb parallel Schönflies-motion robot for pick-and-place operations. J Intell Robot Syst Theory Appl 85(3-4):663–677
Zhao S, Tan KK (2005) Adaptive feedforward compensation of force ripples in linear motors. Control Eng Pract 13(9):1081–1092
Kazraji SM, Sharifian MBB (2015) Direct thrust force and flux control of a PM-linear synchronous motor using fuzzy sliding-mode observer. Recent Adv Electr Electron Eng 13(1):1–9
Stearns H, Mishra S, Tomizuka M (2008) Iterative tuning of feedforward controller with force ripple compensation for wafer stage. In: 10th IEEE international workshop on advanced motion control, Trento, Italy
Joo Y, Back J (2012) Power regulation of variable speed wind turbines using pitch control based on disturbance observer. J Electr Eng Technol 7(7):273–280
Tu Y, Huang L, Ye Y, Zhang Y, Ma J (2013) Speed control of PM linear synchronous motor based on disturbance observer and single neuron PID controller. Appl Mech Mater 416–417:631–636
Kim J, Cho K, Choi S (2016) Lumped disturbance compensation using extended Kalman filter for permanent magnet linear motor system. Int J Control Autom Syst 14(5):1244–1253
Zhao X, Wu W, Zhu G (2018) Disturbance feed-forward compensation for high-speed permanent magnet linear synchronous motor based on extended Kalman filter. Trans China Electrotech Soc 33(7):1516–1522
Acknowledgements
The authors would like to acknowledge the project supported by Key Project of Liaoning Natural Science Foundation (20170540677), Science and Technology Research Project of the Education Department of Liaoning Province (LQGD2017025) and National Natural Science Foundation of China (51175349).
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Jin, HY., Zhao, XM. Extended Kalman filter-based disturbance feed-forward compensation considering varying mass in high-speed permanent magnet linear synchronous motor. Electr Eng 101, 537–544 (2019). https://doi.org/10.1007/s00202-019-00802-z
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DOI: https://doi.org/10.1007/s00202-019-00802-z