Research on control strategy of an active magnetorheological fluid bearing based on improved gray wolf optimization approach

IF 2.8 4区 工程技术 Q1 ACOUSTICS
Lai-hu Peng, Dezheng Hua, Xinhua Liu, D. Andriukaitis, Grzegorz M. Królczyk, Zhixiong Li
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引用次数: 0

Abstract

In order to address the problems of insufficient load capacity and rotor vibration, an active fluid-film bearing lubricated with magnetorheological fluid (MRF) is proposed. First, the geometry of the MRF fluid-film bearing is designed and its intelligent lubrication mechanism is analyzed to clarify its advantages. In addition, mathematical model of MRF fluid-film bearing-rotor system is derived, and FEM model is utilized to obtain stiffness and damping coefficients to supplement mathematical model. Moreover, an improved gray wolf optimization (IGWO) algorithm is developed to tune the PID controller parameters. The validity of the proposed method is verified by numerical simulation. Furthermore, the simulation results show that with the increasing of current magnitude, the orbits of shaft center decrease. Under the presence of magnetic fields, the shaft center orbits of the MRF bearing can converge to a point, and therefore this bearing has ability to suppress rotor vibration. Finally, IGWO-PID controller has better response characteristics than GWO, PSO, and GA algorithms, and hence the IGWO algorithm can find the more appropriate PID controller parameters, that the validity of the improved algorithm is further proved. Therefore, the active bearing and its research findings provide new reference for MRF vibration control in the field of journal bearing lubrication.
基于改进灰狼优化方法的主动磁流变流体轴承控制策略研究
为解决轴承承载能力不足和转子振动问题,提出了一种采用磁流变液润滑的主动液膜轴承。首先,设计了磁流变液膜轴承的几何结构,分析了磁流变液膜轴承的智能润滑机理,阐明了磁流变液膜轴承的优点。此外,推导了磁流变液膜轴承-转子系统的数学模型,并利用有限元模型获得了刚度和阻尼系数,对数学模型进行了补充。在此基础上,提出了一种改进的灰狼优化算法(IGWO)对PID控制器参数进行整定。通过数值仿真验证了该方法的有效性。此外,仿真结果表明,随着电流量级的增大,轴心轨道减小。在磁场作用下,磁流变轴承的轴中心轨道可以收敛到一点,因此该轴承具有抑制转子振动的能力。最后,IGWO-PID控制器具有比GWO、PSO和GA算法更好的响应特性,因此IGWO算法可以找到更合适的PID控制器参数,进一步证明了改进算法的有效性。因此,主动轴承及其研究成果为轴颈轴承润滑领域的磁流变液振动控制提供了新的参考。
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来源期刊
CiteScore
4.90
自引率
4.30%
发文量
98
审稿时长
15 weeks
期刊介绍: Journal of Low Frequency Noise, Vibration & Active Control is a peer-reviewed, open access journal, bringing together material which otherwise would be scattered. The journal is the cornerstone of the creation of a unified corpus of knowledge on the subject.
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