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改进三次样条插值在机械臂轨迹规划中的应用

刘宝 狄鑫 韩丽华

刘宝, 狄鑫, 韩丽华. 改进三次样条插值在机械臂轨迹规划中的应用[J]. 机械科学与技术, 2021, 40(8): 1158-1163. doi: 10.13433/j.cnki.1003-8728.20200196
引用本文: 刘宝, 狄鑫, 韩丽华. 改进三次样条插值在机械臂轨迹规划中的应用[J]. 机械科学与技术, 2021, 40(8): 1158-1163. doi: 10.13433/j.cnki.1003-8728.20200196
LIU Bao, DI Xin, HAN Lihua. Application of Improved Cubic Spline Interpolation in Trajectory Planning of Manipulator[J]. Mechanical Science and Technology for Aerospace Engineering, 2021, 40(8): 1158-1163. doi: 10.13433/j.cnki.1003-8728.20200196
Citation: LIU Bao, DI Xin, HAN Lihua. Application of Improved Cubic Spline Interpolation in Trajectory Planning of Manipulator[J]. Mechanical Science and Technology for Aerospace Engineering, 2021, 40(8): 1158-1163. doi: 10.13433/j.cnki.1003-8728.20200196

改进三次样条插值在机械臂轨迹规划中的应用

doi: 10.13433/j.cnki.1003-8728.20200196
基金项目: 

国家自然科学基金重点项目 60534020

国家自然科学基金重点项目 60775052

中央高校基本科研基金项目 20CX05006A

山东省优秀中青年科学家科研奖励基金项目 BS2010DX038

详细信息
    作者简介:

    刘宝(1971-), 教授, 博士, 研究方向为人工智能优化技术、工业机器人运动规划技术, 15965425299@163.com

  • 中图分类号: TP241

Application of Improved Cubic Spline Interpolation in Trajectory Planning of Manipulator

  • 摘要: 针对传统三次样条插值在机械臂轨迹规划过程中关节轴易产生残余振动的问题,提出了一种三阶导数连续的改进三次样条轨迹规划方法。该方法在每一个三次样条插值的分段区间内都加入了一个修正因子,在第一个分段区间内的修正因子是五次修正函数,使关节轴起始加速度为零,其余分段区间均为六次修正函数,使关节轴运动轨迹的三阶导数连续和终止位置的加速度为零。本文对六关节轴机械臂选取了20个节点进行轨迹规划仿真,结果表明改进的样条插值方法在机械臂轨迹规划中得到了连续的三阶导数轨迹,有效减小了关节轴的残余振动。
  • 图  1  六关节轴机械臂模型示意图

    图  2  传统三次样条插值关节x关节角度、角速度、角加速度曲线图

    图  3  改进三次样条插值关节x关节角度、角速度、角加速度曲线图

    图  4  关节x关节轨迹的三阶导数插值对比图

    图  5  传统三次样条插值关节y关节角度、角速度、角加速度曲线图

    图  6  改进三次样条插值关节y关节角度、角速度、角加速度曲线图

    图  7  关节y关节轨迹的三阶导数插值对比图

    表  1  任意两关节的20个节点数据表

    关节 节点
    1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
    x/(°) -30 -20 50 30 70 110 150 -60 -70 80 90 20 -50 -100 -30 -60 -90 -10 50 70
    y/(°) -60 -100 -170 -60 -25 65 35 2 20 -60 -130 -80 -30 -15 -90 -40 20 100 120 160
    下载: 导出CSV
  • [1] 杜严锋, 王聪. 柔性机械臂残余振动控制[J]. 振动与冲击, 2019, 38(7): 165-171 https://www.cnki.com.cn/Article/CJFDTOTAL-ZDCJ201907025.htm

    DU Y F, WANG C. Residual vibration control for a flexible manipulator[J]. Journal of Vibration and Shock, 2019, 38(7): 165-171 (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-ZDCJ201907025.htm
    [2] FANG Y, HU J, SHAO Q Q, et al. Fifth order trajectory planning for reducing residual vibration[C]//Proceedings of 2019 IEEE 4th International Conference on Advanced Robotics and Mechatronics (ICARM). Toyonaka, Japan: IEEE, 2019: 999-1004
    [3] 李光, 刘领化. 基于轨迹规划方法的单连杆柔性臂振动抑制[J]. 机械科学与技术, 2012, 31(8): 1369-1372, 1376 https://journals.nwpu.edu.cn/jxkxyjs/article/id/5620

    LI G, LIU L H. Vibration suppression of a one-link flexible arm using trajectory planning method[J]. Mechanical Science and Technology for Aerospace Engineering, 2012, 31(8): 1369-1372, 1376 (in Chinese) https://journals.nwpu.edu.cn/jxkxyjs/article/id/5620
    [4] 陆佳皓, 平雪良. 一种机械臂最优时间-冲击轨迹优化算法[J]. 机械科学与技术, 2019, 38(10): 1548-1554 doi: 10.13433/j.cnki.1003-8728.20190012

    LU J H, PING X L. Time-jerk-optimal trajectory planning algorithm for manipulators[J]. Mechanical Science and Technology for Aerospace Engineering, 2019, 38(10): 1548-1554 (in Chinese) doi: 10.13433/j.cnki.1003-8728.20190012
    [5] HUANG Q H, HUANG Y P, HU W, et al. Bezier interpolation for 3-D freehand ultrasound[J]. IEEE Transactions on Human-Machine Systems, 2015, 45(3): 385-392 doi: 10.1109/THMS.2014.2374551
    [6] 何雪明, 施国江, 武美萍, 等. B样条在螺杆转子型线反向设计方法中的应用[J]. 机械科学与技术, 2018, 37(1): 43-54 doi: 10.3969/j.issn.2095-509X.2018.01.009

    HE X M, SHI G J, WU M P, et al. Application of B-spline in reverse design method of screw rotor profiles[J]. Mechanical Science and Technology for Aerospace Engineering, 2018, 37(1): 43-54 (in Chinese) doi: 10.3969/j.issn.2095-509X.2018.01.009
    [7] GHASEMI M. On using cubic spline for the solution of problems in calculus of variations[J]. Numerical Algorithms, 2016, 73(3): 685-710 doi: 10.1007/s11075-016-0113-z
    [8] CHOWDHURY M F I, JEANNEROD C P, NEIGER V, et al. Faster algorithms for multivariate interpolation with multiplicities and simultaneous polynomial approximations[J]. IEEE Transactions on Information Theory, 2015, 61(5): 2370-2387 doi: 10.1109/TIT.2015.2416068
    [9] 温冠华, 滕召胜, 林海军, 等. 基于拉格朗日抛物线插值的毛细管粘度仪液位检测方法[J]. 计量学报, 2018, 39(1): 47-51 doi: 10.3969/j.issn.1000-1158.2018.01.11

    WEN G H, TENG Z S, LIN H J, et al. A liquid-level detection method for capillary viscometer based on Lagrange parabolic interpolation[J]. Acta Metrologica Sinica, 2018, 39(1): 47-51 (in Chinese) doi: 10.3969/j.issn.1000-1158.2018.01.11
    [10] LIAGA R J. Real-time estimation of zero crossings of sampled signals for timing using cubic spline interpolation[J]. IEEE Transactions on Nuclear Science, 2017, 64(8): 2414-2422 http://www.researchgate.net/profile/Ramon_Aliaga2/publication/317988554_Real-time_estimation_of_zero_crossings_of_sampled_signals_for_timing_using_cubic_spline_interpolation/links/59e6437faca2721fc227a374/Real-time-estimation-of-zero-crossings-of-sampled-signals-for-timing-using-cubic-spline-interpolation.pdf?origin=publication_detail
    [11] 李军伟, 程咏梅, 陈克喆, 等. 基于AIWCPSO算法的三次样条气动参数插值方法[J]. 控制与决策, 2014, 29(1): 129-134 https://www.cnki.com.cn/Article/CJFDTOTAL-KZYC201401021.htm

    LI J W, CHENG Y M, CHEN K Z, et al. Cubic spline interpolation method of aerodynamic parameters based on AIWCPSO algorithm[J]. Control and Decision, 2014, 29(1): 129-134 (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-KZYC201401021.htm
    [12] 吴宪祥, 郭宝龙, 王娟. 基于粒子群三次样条优化的移动机器人路径规划算法[J]. 机器人, 2009, 31(6): 556-560 doi: 10.3321/j.issn:1002-0446.2009.06.013

    WU X X, GUO B L, WANG J. Mobile robot path planning algorithm based on particle swarm optimization of cubic splines[J]. Robot, 2009, 31(6): 556-560 (in Chinese) doi: 10.3321/j.issn:1002-0446.2009.06.013
    [13] LI J C, SONG L Z, LIU C Z. The cubic trigonometric automatic interpolation spline[J]. IEEE/CAA Journal of Automatica Sinica, 2018, 5(6): 1136-1141 doi: 10.1109/JAS.2017.7510442
    [14] BAI Y, WANG D L. On the comparison of Trilinear, cubic spline, and fuzzy interpolation methods in the high-accuracy measurements[J]. IEEE Transactions on Fuzzy Systems, 2010, 18(5): 1016-1022 doi: 10.1109/TFUZZ.2010.2064170
    [15] 张小江, 高秀华. 三次样条插值在机器人轨迹规划应用中的改进研究[J]. 机械设计与制造, 2008(9): 170-171 doi: 10.3969/j.issn.1001-3997.2008.09.071

    ZHANG X J, GAO X H. The research on the cubic splines in robot's trajectory planning[J]. Machinery Design & Manufacture, 2008(9): 170-171 (in Chinese) doi: 10.3969/j.issn.1001-3997.2008.09.071
    [16] CHEN D C, QIAO T J, TAN H Z, et al. Solving the problem of Runge phenomenon by pseudoinverse cubic spline[C]// Proceedings of 2014 IEEE 17th International Conference on Computational Science and Engineering. Chengdu, China: IEEE, 2014: 1226-1231
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出版历程
  • 收稿日期:  2020-01-20
  • 刊出日期:  2021-10-09

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