• DocumentCode
    1596765
  • Title

    Adaptive Inverse Control Based on MPSO-ANFIS for Permanent Magnet Synchronous Motor Servo System

  • Author

    Gong, Yulin ; Qu, Yongyin

  • Author_Institution
    Coll. of Mech. & Electr. Eng., Changchun Univ. of Sci. & Technol., Changchun, China
  • Volume
    1
  • fYear
    2011
  • Firstpage
    173
  • Lastpage
    176
  • Abstract
    This paper proposes a novel adaptive inverse control for permanent magnet synchronous motor (PMSM) servo system. Due to the time varying and the high-bandwidth property of the uncertainties in a practical PMSM servo system, to reach exact position control in PMSM servo system, the position loop adopts adaptive inverse control strategy based on Adaptive Network based Fuzzy Inference System (ANFIS). This paper adopts ANFIS get the model and inverse model of PMSM servo system. This novel algorithm is based on microhabitat particle swarm optimization (MPSO) for training the parameters of ANFIS. This control strategy make set signal, parameter disturbance and external disturbance separately controlled and make them reach the optimal control without compromise. Finally initial convergence speed, tracking ability and steady precision of PMSM servo system and inverse system reach optimal simultaneous. The performance of the servo system was evaluated through simulation and real time implementation and experimental results validate the effectiveness.
  • Keywords
    adaptive control; convergence; fuzzy reasoning; inverse problems; machine control; optimal control; particle swarm optimisation; permanent magnet motors; position control; servomechanisms; synchronous motors; MPSO-ANFIS; PMSM servo system; adaptive inverse control; adaptive network based fuzzy inference system; convergence speed; microhabitat particle swarm optimization; optimal control; permanent magnet synchronous motor; position control; Adaptation models; Adaptive systems; Algorithm design and analysis; Mathematical model; Particle swarm optimization; Servomotors; ANFIS; MPSO algorithm; PMSM; adaptive inverse controller;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Human-Machine Systems and Cybernetics (IHMSC), 2011 International Conference on
  • Conference_Location
    Zhejiang
  • Print_ISBN
    978-1-4577-0676-9
  • Type

    conf

  • DOI
    10.1109/IHMSC.2011.48
  • Filename
    6038174