基于改进浣熊优化算法的食品分拣机器人机械臂时间最优轨迹规划
CSTR:
作者:
作者单位:

1.常州工业职业技术学院,江苏 常州 213164;2.江苏大学,江苏 镇江 212013;3.河海大学,江苏 常州 213022

作者简介:

通讯作者:

蒋金伟(1980—),男,常州工业职业技术学院副教授,硕士。E-mail:oggslq@yeah.net

中图分类号:

基金项目:

江苏省自然科学基金(编号:BK20220241);江苏省产学研合作项目(编号:BY20230916)


Time-optimal trajectory planning for food sorting robot arms based on improved coati optimization algorithm
Author:
Affiliation:

1.Changzhou Vocational Institute of Industry Technology, Changzhou, Jiangsu 213164, China;2.Jiangsu University, Zhenjiang, Jiangsu 212013, China;3.Hohai University, Changzhou, Jiangsu 213022, China

Fund Project:

  • 摘要
  • |
  • 图/表
  • |
  • 访问统计
  • |
  • 参考文献
  • |
  • 相似文献
  • |
  • 引证文献
  • |
  • 资源附件
  • |
  • 文章评论
    摘要:

    目的 提高食品分拣机器人机械臂空间最优时间轨迹规划效率和稳定性。方法 提出一种基于改进浣熊优化算法的食品分拣机器人机械臂时间最优轨迹规划方法。建立UR5六自由度机械臂模型,采用3-5-3多项式插值方法构造机械臂运动轨迹。借鉴光学折射物理现象对浣熊优化算法进行改进,利用改进后的浣熊优化算法优化求解机械臂轨迹规划问题,在满足角度、角速度、角加速度约束条件的同时尽可能缩短关节运动时间。结果 仿真结果表明,与其他3种时间最优轨迹规划方法相比,所提方法轨迹运行时间降低了14.58%,21.20%,4.18%。结论 所提方法能够缩短机械臂运行时间,有效提高机械臂工作效率。

    Abstract:

    Objective To improve the efficiency and stability of spatial optimal time trajectory planning for food sorting robot arms.Methods A time-optimal trajectory planning method for food sorting robot arms based on an improved coati optimization algorithm (COA) was proposed. A UR5 six-degree-of-freedom robot arm model was established, and the 3-5-3 polynomial interpolation method was used to construct the motion trajectory of the robot arms. Drawing inspiration from the physical phenomenon of optical refraction, the COA was improved. The improved COA (ICOA) was then applied to optimize and solve the trajectory planning problem of robotic arms while satisfying constraints on angle, angular velocity, and angular acceleration, aiming to minimize joint motion time as much as possible.Results Simulation results showed that, compared with three other time-optimal trajectory planning methods, the proposed method reduced trajectory execution time by 14.58%, 21.20%, and 4.18%, respectively.Conclusion The proposed method effectively shortens the robot arms' operating time and significantly improves their working efficiency.

    参考文献
    相似文献
    引证文献
引用本文

蒋金伟,杨启志,刘进福,等.基于改进浣熊优化算法的食品分拣机器人机械臂时间最优轨迹规划[J].食品与机械,2025,41(3):81-87.
JIANG Jinwei, YANG Qizhi, LIU Jinfu, et al. Time-optimal trajectory planning for food sorting robot arms based on improved coati optimization algorithm[J]. Food & Machinery,2025,41(3):81-87.

复制
分享
文章指标
  • 点击次数:
  • 下载次数:
  • HTML阅读次数:
  • 引用次数:
历史
  • 收稿日期:2024-09-11
  • 最后修改日期:2025-02-07
  • 录用日期:
  • 在线发布日期: 2025-04-25
  • 出版日期:
文章二维码
×
《食品与机械》
友情提示
友情提示 一、 近日有不少作者反应我刊官网无法打开,是因为我刊网站正在升级,旧网站仍在百度搜索排名前列。请认准《食品与机械》唯一官方网址:http://www.ifoodmm.com/spyjx/home 唯一官方邮箱:foodmm@ifoodmm.com; 联系电话:0731-85258200,希望广大读者和作者仔细甄别。