Implementation of Continuous Control Set Model Predictive Control Method for PMSM on FPGA

被引:9
|
作者
Wang, Bozhi [1 ]
Jiao, Jiye [1 ]
Xue, Ziyang [2 ]
机构
[1] Xian Univ Posts & Telecommun, Coll Elect Engn, Xian 710121, Peoples R China
[2] Xian Univ Posts & Telecommun, Coll Comp Sci, Xian 710121, Peoples R China
关键词
Prediction algorithms; Field programmable gate arrays; Matrix decomposition; Symmetric matrices; Optimization; Mathematical models; Heuristic algorithms; Matrix inverse; generalized predictive control (GPC-MPC); permanent magnet synchronous motor (PMSM); model-based design (MBD); field programmable gate array (FPGA); MATRIX-INVERSION; COMPUTATION;
D O I
10.1109/ACCESS.2023.3241243
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The generalized predictive control (GPC-MPC) algorithm adopts an optimal control strategy, which requires online matrix inversion operation and is difficult to be applied to real-time control systems. Therefore, the permanent magnet synchronous motor (PMSM) drive experiments, using the GPC-MPC algorithm with constraints, are primarily performed in a simulation environment. This paper proposes a new matrix inversion and its circuit design method to complete the above experiments in an embedded environment. By using the calculation steps of matrix block decomposition and reinversion, the parallelism of matrix calculation and the regularity of storage address are improved, and the speed of matrix inversion is accelerated. Also, the model-based design (MBD) method is used to complete the design and verification of the rest of the algorithm, which speeds up the implementation and deployment of the algorithm. Finally, the GPC-MPC algorithm control experiments with current constraints are implemented on the Field programmable gate array (FPGA) experimental board. The experimental results show that the proposed design method has a good control effect and computational efficiency.
引用
收藏
页码:12414 / 12425
页数:12
相关论文
共 50 条
  • [41] Hybrid Control Set-Model Predictive Control for Field-Oriented Control of VSI-PMSM
    Yan, Yan
    Wang, Shuai
    Xia, Changliang
    Wang, Huimin
    Shi, Tingna
    IEEE TRANSACTIONS ON ENERGY CONVERSION, 2016, 31 (04) : 1622 - 1633
  • [42] Finite Set Model Predictive MTPA Control with VSD Method for Asymmetric Six-phase PMSM
    Ye, Donglin
    Li, Jian
    Qu, Ronghai
    Lu, Hanxiao
    Lu, Yang
    2017 IEEE INTERNATIONAL ELECTRIC MACHINES AND DRIVES CONFERENCE (IEMDC), 2017,
  • [43] Deadbeat Current Predictive Control for PMSM Drives Based on a Single FPGA with Digital Implementation Optimization
    Chen, Zhe
    Fang, Haiyi
    Wu, Donghua
    Yan, Ming
    Zhang, Xuxuan
    Luo, Guangzhao
    6TH IEEE INTERNATIONAL CONFERENCE ON PREDICTIVE CONTROL OF ELECTRICAL DRIVES AND POWER ELECTRONICS (PRECEDE 2021), 2021, : 686 - 691
  • [44] Continuous Control Set Nonlinear Model Predictive Control of Reluctance Synchronous Machines
    Zanelli, Andrea
    Kullick, Julian
    Eldeeb, Hisham M.
    Frison, Gianluca
    Hackl, Christoph M.
    Diehl, Moritz
    IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2022, 30 (01) : 130 - 141
  • [45] FPGA Implementation of Explicit Model Predictive Control for Closed Loop Control of Depth of Anesthesia
    Ingole, Deepak
    Kvasnica, Michal
    IFAC PAPERSONLINE, 2015, 48 (23): : 483 - 488
  • [46] Research on predictive current control method of PMSM for continuous switched boost inverter
    Yang, Liyong
    Han, Shuo
    Liu, Shuo
    He, Xiaojuan
    2019 THE 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING, CONTROL AND ROBOTICS (EECR 2019), 2019, 533
  • [47] Novel Compensation Strategy for Calculation Delay of Finite Control Set Model Predictive Current Control in PMSM
    Gao, Jinqiu
    Gong, Chao
    Li, Wenzhen
    Liu, Jinglin
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2020, 67 (07) : 5816 - 5819
  • [48] Model Predictive Direct Duty-Cycle Control for PMSM Drive Systems With Variable Control Set
    Zhou, Zhanqing
    Xia, Changliang
    Shi, Tingna
    Geng, Qiang
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2021, 68 (04) : 2976 - 2987
  • [49] Application of Finite Control Set-Model Predictive Control for Servo Brake Motion in PMSM Drives
    Kawai, Hiroaki
    Cordier, Julien
    Kennel, Ralph
    Doki, Shinji
    IEEE CANADIAN JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING, 2023, 46 (02): : 117 - 129
  • [50] Sensorless Finite Control Set Model Predictive Control with Rotating Restart Strategy for PMSM Drive System
    Liu, Tao
    Fang, Jie
    Xi, Jinyu
    2020 IEEE 9TH INTERNATIONAL POWER ELECTRONICS AND MOTION CONTROL CONFERENCE (IPEMC2020-ECCE ASIA), 2020, : 2239 - 2246