面向时间最优的机械臂平滑轨迹规划方法研究OA
Time-optimal smooth trajectory planning method for robotic manipulators
为了提高机械臂运行效率,保证机械臂运动柔顺,本文针对机械臂关节空间的时间最优轨迹规划问题,提出了基于改进麻雀搜索算法的面向时间最优的机械臂平滑轨迹规划方法.基于非均匀有理B样条,建立了面向时间最优的轨迹优化模型;分析麻雀搜索算法及其缺点,提出其改进策略;设计面向时间最优的机械臂平滑轨迹规划方法,寻找机械臂最优轨迹运行时间.仿真及实验结果表明,本文方法在运行时间方面较传统算法提升33%,此外加加速度均处于较低水平,表明具有较好的轨迹平滑性.该方法适用于对重复性要求较高的工业场景,能够实现高效、柔顺的机械臂轨迹规划任务.研究成果可为工业机器人高效率自动化作业及智能制造系统中的运动控制提供理论基础与技术支撑.
To enhance operational efficiency and ensure motion smoothness,a smooth trajectory planning method based on an improved sparrow search algorithm was proposed for the time-optimal trajectory planning problem in the joint space of manipulators.First,a time-optimal trajectory optimization model was established using non-uniform rational B-splines.Subsequently,the characteristics and limitations of the sparrow search algorithm were analyzed,corresponding improvement strategies were proposed,and a time-optimal smooth trajectory planning method for manipulators was constructed to search for the optimal trajectory execution time.Simulation and experi-mental results demonstrate that the proposed method improves runtime by 33%compared to traditional algorithms.Furthermore,the jerk remains at low levels,indicating good trajectory smoothness.The proposed method is suit-able for industrial scenarios with high repetitiveness,enabling efficient and smooth trajectory planning for manipu-lators.The findings of this paper provide a theoretical foundation and technical support for efficient automated op-erations of industrial robots and motion control in intelligent manufacturing systems.
姚建均;张宜坤;钱琛
哈尔滨工程大学 机电工程学院,黑龙江 哈尔滨 150001哈尔滨工程大学 机电工程学院,黑龙江 哈尔滨 150001哈尔滨工程大学 机电工程学院,黑龙江 哈尔滨 150001
信息技术与安全科学
机械臂轨迹规划时间最优非有理均匀B样条关节空间运动平滑性智能优化算法改进麻雀搜索算法
manipulatortrajectory planningtime-optimalnon-uniform rational B-splinesjoint spacemotion smoothnessintelligent optimization algorithmimproved sparrow search algorithm
《哈尔滨工程大学学报》 2026 (6)
1308-1317,10
宁波市"科创甬江2035"专项(2024Z266).
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