基于改进海狸算法的食品分拣机器人机械臂时间最优轨迹规划
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1晋中职业技术学院,山西 晋中 030600;2山西工程技术学院,山西 阳泉 045000;3中北大学,山西 太原 030051

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王亚辉(1978—),男,晋中职业技术学院副教授,硕士。E-mail:vbfsgluck@qq.com

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教育部信息化教指委数字化转型研究项目(编号:KT22122);山西省教育厅教育改革与实践研究项目(编号:202403017)


Time-optimal trajectory planning for food sorting robots based on an improved beaver algorithm
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1Jinzhong Vocational and Technical College, Jinzhong, Shanxi 030600, China;2Shanxi Institute of Technology, Yangquan, Shanxi 045000, China;3North University of China, Taiyuan, Shanxi 030051, China

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    摘要:

    目的 提高食品分拣机器人运行稳定性和时间最优轨迹规划求解效率。方法 提出一种基于改进海狸算法的食品分拣机器人时间最优轨迹规划方法。以UR10e分拣机器人六自由度机械臂为研究对象,构建基于4-5-4多项式插值的时间最优约束优化模型;引入自适应海狸种类划分、种群空间指向性进化和全局跳跃策略对海狸算法进行改进,有效均衡算法全局探索广度和局部搜索精细,并应用于机械臂关节轨迹规划优化模型;利用MATLAB仿真平台和搭建鸡蛋分拣试验平台验证所提方法可行性。结果 所提方法可使运行时间降低5.67%~10.49%,试验平台测试结果与仿真结果误差在2.0%以下,验证了真实环境下平稳运行的可行性。结论 所提方法能够较大幅度缩短食品分拣机器人轨迹运行时间。

    Abstract:

    Objective To enhance the operational stability of food sorting robots and the efficiency of time-optimal trajectory planning.Methods A time-optimal trajectory planning method for food sorting robots based on an improved beaver algorithm (BA) is proposed. First, with the six-degree-of-freedom robotic arm of the sorting robot as the research object, a time-optimal constrained optimization model based on 4-5-4 polynomial interpolation is established. Secondly, the BA is improved by introducing adaptive beaver species classification, population spatial directional evolution, and global jump strategy, effectively balancing the global exploration breadth and local search fineness of the algorithm. The improved BA is then applied to the optimization model of robotic arm joint trajectory planning. Finally, the MATLAB simulation platform and a physical platform built for egg sorting are employed to verify the feasibility of the proposed method.Results The proposed method reduces the running time by 5.67%~10.49%, and the error between the test results of the experimental platform and the simulation results is below 2.0%, verifying the feasibility of stable operation in the real environment.Conclusion The proposed method can significantly reduce the trajectory running time of food sorting robots.

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王亚辉,张国伟,马倩,等.基于改进海狸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,2026,42(4):103-110.
WANG Yahui, ZHANG Guowei, MA Qian, et al. Time-optimal trajectory planning for food sorting robots based on an improved beaver algorithm[J]. Food & Machinery,2026,42(4):103-110.

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  • 收稿日期:2026-01-20
  • 最后修改日期:2026-04-14
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  • 在线发布日期: 2026-05-18
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