Model-free tuning strategy of fractional-order PI controller for speed regulation of permanent magnet synchronous motor

被引:29
|
作者
Xie, Yuanlong [1 ]
Tang, Xiaoqi [1 ]
Song, Bao [1 ]
Zhou, Xiangdong [1 ]
Guo, Yixuan [1 ]
机构
[1] Huazhong Univ Sci & Technol, Sch Mech Sci & Engn, Natl NC Syst Engn Res Ctr, State Key Lab Digital Mfg Equipment & Technol, 1037 Luoyu Rd, Wuhan 430074, Hubei, Peoples R China
基金
中国国家自然科学基金;
关键词
Fractional-order proportional-integral controller; model-free tuning strategy; performance constraints; PMSM servo system; virtual reference feedback tuning; NEURAL-NETWORK; STEP-RESPONSE; DESIGN; SYSTEM; CLASSIFICATION;
D O I
10.1177/0142331217751040
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper investigates a model-free tuning method of a fractional-order proportional-integral (FOPI) controller and its application for the speed regulation of a permanent magnet synchronous motor (PMSM). Firstly, the presented practical FOPI tuning method formulates the FOPI controller parameter identification problem via virtual reference feedback tuning (VRFT). Under the lack of accurate models, the proposed model-free method depends only on the measured input-output data of the closed-loop PMSM servo system. Secondly, Bode's ideal transfer function is incorporated into the VRFT with consideration of the systematic fractional dynamics. Thus, the properties of the resulting system may be approximated to the desired fractional-order reference model. Thirdly, the proposed method fully considers optimal performance constraints on the stability requirements, sensitivity criteria, frequency-domain and time-domain characteristics. Then, the comprehensive optimization problem is derived and solved. Using suitably tuned parameters, the robustness and disturbance rejection ability of the VRFT-based FOPI control system are enhanced to achieve optimal performance. The convergence of the proposed method is proved by theoretical analysis. Finally, experimental results are presented to illustrate the effectiveness of the proposed model-free FOPI control method for the PMSM servo system.
引用
收藏
页码:23 / 35
页数:13
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