基于离线学习输入整形的柔性关节机械臂振动控制研究

贾鹏霄,周越,李鑫伟

振动与冲击 ›› 2018, Vol. 37 ›› Issue (13) : 177-181.

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振动与冲击 ›› 2018, Vol. 37 ›› Issue (13) : 177-181.
论文

基于离线学习输入整形的柔性关节机械臂振动控制研究

  • 贾鹏霄,周越,李鑫伟
作者信息 +

Vibration control of a flexible joint manipulator based on off-line learning input shaping

  •   JIA Peng-xiao ZHOU Yue LI Xin-wei
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文章历史 +

摘要

输入整形技术是抑制柔性关节机械臂残余振动的一种有效控制策略,然而传统的输入整形器,在设计时需要依赖系统精确的数学模型。针对这一问题,提出了一种新的两脉冲输入整形器参数学习策略。通过振动幅值测量,利用寻优方法(外推内插法和黄金分割法)离线调整整形器参数,不需要精确的数学模型即可找到使残余振动幅值最小的最优参数。为了验证所提方法的有效性,建立了柔性关节机械臂实验平台,进行了基于离线学习输入整形器的柔性关节机械臂振动控制实验。实验结果验证了所提方法的有效性和可行性。

Abstract

The input shaping technique (IST) is an effective control strategy to suppress residual vibration of a flexible joint manipulator. However, an exact model is essential for designing a traditional input shaper. Aiming at this problem, a new learning strategy for parameters of a two-impulse input shaper was proposed. The shaper’s parameters were off-line updated with the optimization methods including the extrapolation and interpolation method, and the golden section one through vibration amplitude measurement. The optimal parameters to minimize residual vibration amplitude were found without an exact model. In order to verify the effectiveness of the proposed method, a test platform for flexible joint manipulators was built, and the tests for residual vibration suppressing of a flexible joint manipulator using off-line learning input shaping were conducted. The test results verified the validity and feasibility of the proposed method.

    


关键词

输入整形器 / 柔性关节机械臂 / 残余振动 / 离线学习

Key words

 input shaper / flexible joint manipulator / residual vibration / off-line learning

引用本文

导出引用
贾鹏霄,周越,李鑫伟. 基于离线学习输入整形的柔性关节机械臂振动控制研究[J]. 振动与冲击, 2018, 37(13): 177-181
JIA Peng-xiao ZHOU Yue LI Xin-wei. Vibration control of a flexible joint manipulator based on off-line learning input shaping[J]. Journal of Vibration and Shock, 2018, 37(13): 177-181

参考文献

[1] Park J, Chang P H, Park H S, et al. Design of learning input shaping technique for residual vibration suppression in an industrial robot [J]. IEEE/ASME Trans. Mechatronics, 2006, 1(1):55-65.
[2] Ramirez-Neria M, Ochoa-Otrega G,  Lozada-Castillo N. On the robust trajectory tracking task for flexible-joint robotic arm with unmodeled dynamics[J]. IEEE Access,2016,(4), 7816-7827.
[3] M. Ruderman, Compensation of nonlinear torsion in flexible joint robots: Comparison of two approaches[J], IEEE Trans. Ind. Electron., 2016, 63(9):5744-5751.
[4] Singer NC, Seering WP. Preshaping Command Inputs to Reduce System Vibration[J]. ASME. J. Dyn. Sys., Meas., Control. 1990,112(1):76-82.
[5] 董明晓,张明勤,张瑞军,脱建智. 单模态振动机构输入整形振动主动控制研究[J]. 振动与冲击,2010,(8):40-42
DONG Ming-xiao, ZHANG Ming-qin, ZHANG Rui-jun et al, Research on active vibration control for single-mode vibration mechanisms [J], Journal of vibration and shock, 2010,(8):40-42.
[6] 贾鹏霄,李恩, 梁自泽,强艳辉. PD自适应控制结合输入整形抑制单模态弹性机构振动研究[J]. 振动与冲击,2013,32(17):189-193.
JIA Peng-xiao, LI En, LIANG Zi-ze, et al. Adaptive PD control combined with input-shaping for suppressing vibration of a single-mode flexible mechanism[J].Journal of Vibration and Shock, 2013, 32( 17) : 189-193.
[7] 赵志刚,游斌弟,赵阳. 改进型负输入整形与最优控制结合的振动抑制方法[J]. 振动与冲击,2014,33(8):202-208
ZHAO Zhi-gang, YOU Bin-di, ZHAO Yang, Combination of method negative input shaping and optimal control for vibration suppression[J], Journal of vibration and shock, 2014,33(8):202-208.
[8] 高名旺,张宪民. 高速平面并联机器人残余振动抑制实验 [J]. 振动与冲击,2014,33(24):164-168.
GAO Ming-wang, ZHANG Xian-min. Residual vibration suppression test for a planar parallel robot with high speed[J]. Journal of Vibration and Shock, 2014, 33(24) : 164-168.
[9] Ahmad M A, Ismail R M T R, Ramli M S, et al. Vibration control of flexible joint manipulator using input shaping with PD-type fuzzy logic control[C]. IEEE International  Symposium on Industrial Electronics. Seoul, South Korea. 2009. 1184-1189.
[10] 谢辉,刘业超,谢宗武. 四自由度柔性关节机器臂残余振动的输入整形控制[J]. 机械与电子,2009,(10):32-34.
XIE Hui, LIU Ye-chao, XIE Zong-wu. Input shaping technique applied to vibration reduction of a four-dof flexible joint robot arm[J].Machinery & Electronics, 2009,(10):32-34.
[11] 戎新萍,张得礼,王小平. 基于解耦的柔性关节机械臂振动抑制方法研究[J]. 机电工程,2015,(1):14-20.
RONG Xin-ping, ZHANG De-li, WANG Xiao-ping. Vibration suppression control for manipulator with flexible joints based on decoupling[J]. Journal of Mechanical & Electrical Engineering.2015,(1):14-20.
[12] Gangqi Dong, Zheng Zhu. Input Shaping-based Impedance Control for Flexible Joint Robotic Manipulator[C]. AIAA Guidance, Navigation, and Control (GNC) Conference. Boston, MA. 2013.48-49.

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