期刊文献+

基于遗传算法辨识的进给伺服系统摩擦特性研究

Friction Characteristics Identification of Feed System Based on Genetic Algorithm
下载PDF
导出
摘要 因为直线进给伺服系统容易受到摩擦力的影响,对于以高速高精度直线电机为组成核心的进给系统,消除摩擦力的影响尤为重要。因此,本文以直线电机导轨的摩擦力为研究对象,基于能反映摩擦过程中动静态特性的LuGre摩擦模型,考虑了摩擦迟滞非线性因素的影响。以单轴直线电机进给系统为实验平台,通过LabVIEW构建摩擦力实验测试平台,经过与MATLAB交互的小波去噪算法的滤波后得到摩擦力数据。利用遗传算法的摩擦模型参数辨识方法有效地对模型参数进行了参数辨识。该方法得到的结果与通过实验得到的数据具有一致性,验证了方法的正确性与辨识结果的准确性。 The linear feed servo system is easily affected by the friction force. For the high-precision linear motor as a feed system, it is important to eliminate the influence of friction force especially. This article takes the friction force of the linear motor track as the research object, based on the LuGre friction model that can reflect the dynamic and static characteristics of the friction process, taking into account the influence of the nonlinear factors of the friction hysteresis. Using the uniaxial linear motor feed mechanism as the experimental platform, experimental test platform for friction was constructed. After the wavelet denoising algorithm interacted with MATLAB, the friction data was obtained. The parameters of the friction model of the genetic algorithm were used to effectively identify the model parameters. The results obtained by this method are consistent with the data obtained through experiments, verifying the correctness of the method and the accuracy of the identification result.
作者 张健 Zhang Jian(School of Mechanical Engineering,University of Shanghai for Science and Technology,Shanghai 200093,China)
出处 《农业装备与车辆工程》 2019年第3期78-82,共5页 Agricultural Equipment & Vehicle Engineering
关键词 直线电机 摩擦力 小波去噪 遗传算法 参数辨识 linear motor friction wavelet denoising genetic algorithm parameter identification
  • 相关文献

参考文献7

二级参考文献43

  • 1江思敏,王先逵,吴丹,司勇.凸轮数控车削系统关键技术的研究[J].机械工程学报,2003,39(12):135-139. 被引量:11
  • 2陈兴林,张福恩.仿真转台的低速性能研究[J].宇航学报,1995,16(4):66-69. 被引量:9
  • 3王鸿,王文.机床摩擦自激振动的研究[J].烟台大学学报(自然科学与工程版),1997,10(1):59-65. 被引量:6
  • 4范大鹏,尹自强,郑子文.直线电机在精密加工中的应用[J].制造技术与机床,1997(5):33-35. 被引量:10
  • 5Madni A M, Vuong J B, Lopez M et al. A smart linear actuator for fuel management system[C]. World Automation Congress, Proceedings of the 5th Biannual, 2002, 14: 615-624.
  • 6Sidell N, Jewell G W. Short-stroke bi-directional linear actuator for high temperature applications[J]. Electric Power Applications, IEE Proceedings, 2000, 147(3): 175-180.
  • 7Bang Y B, Lee K M. Linear motor for ejector mechanism[C]. Electric Machines and Drives Conference, IEMDC'03. IEEE International,2003, 3: 1702-1708.
  • 8Sadowski N, Carlson R, Beckert A. Dynamic modeling of a newly designed linear actuator using 3D edge elements analysis[J]. IEEE Trans. on magnetics, 1996, 32(3): 1633-1636.
  • 9Mikhaeil, Boules, N. Design and analysis of linear actuator for active vibration cancellation[C]. Thirtieth IAS Annual Meeting, IAS'95. Orlando, FL, USA. 1995, 1: 469-475.
  • 10Brian Armstrong-Helouvry,Pierre Dupont and Carlos Canudas De Wit.A Survey of Models,Analysis Tools and Compensation Methods for the Control of Machines with Friction[J].Automatic,1994,30(7):1083-1138.

共引文献80

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部