Speed sensorless control of a bearingless induction motor with combined neural network and fractional sliding mode. (April 2022)

• Record Type: Journal Article
• Authors: Yang, Zebin; Wang, Ding; Sun, Xiaodong; Wu, Jiajie
• Is Part Of: Mechatronics. Volume 82(2022)
• Publication Date: 2022-04
• Subjects: A bearingless induction motor (BIM) -- Neural network -- Fractional order -- Sliding mode control -- Speed sensorless; Computer integrated manufacturing systems -- Periodicals; Flexible manufacturing systems -- Periodicals; Mechatronics -- Periodicals; Productique -- Périodiques; Fabrication, Systèmes flexibles de -- Périodiques; Mécatronique -- Périodiques; Computer integrated manufacturing systems; Flexible manufacturing systems; Mechatronics; Periodicals; 629.89
• DOI: 10.1016/j.mechatronics.2021.102721
• Languages: English
• ISSNs: 0957-4158

Abstract

Abstract: To address the problem of speed and flux observation in sensorless control of a bearingless induction motor under the influence of parameter changes and external disturbances, a speed sensorless control strategy combining radial basis function (radial basis function, RBF) neural network and fractional sliding mode is proposed. According to the current error, fractional sliding mode control rate is designed to reduce the speed-observed chatter of the bearingless induction motor and its adverse effect on the rotor suspension stability. Then, combined with the theory of RBF neural network, the new optimal control rate is obtained by using its approximation ability. At the same time, the stability of two control rate is proved. Thus, the flux linkage and speed under normal operation, parameter change and external disturbance are observed and the new speed sensorless control is realized. The simulation and experimental results show that the proposed joint RBF neural network approximation algorithm and fractional sliding mode speed sensorless control system of the bearingless induction motor can not only effectively identify the flux and speed under three conditions of no-load, load disturbance and speed change, but also ensure the good suspension of the motor rotor in the x -axis and y -axis directions.