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Optimal Trajectory Planning of Grinding Robot Based on Improved Whale Optimization Algorithm

机译:基于改进鲸井优化算法的研磨机器人的最优轨迹规划

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Robot will be used in the grinding industry widely to liberate human beings from harsh environments. In the grinding process, optimal trajectory planning will not only improve the processing quality but also improve the machining efficiency. The aims of this study are to propose a new algorithm and verify its efficiency in achieving the optimal trajectory planning of the grinding robot. An objective function has been defined terms of both time and jerk. Improved whale optimization algorithm (IWOA) is proposed based on whale optimization algorithm (WOA) and differential evolution algorithm (DE). Mutation operation and selection operation of DE are imitated in the part of initialization to process the population initialized by WOA, and then, the search tasks of WOA are performed. Motion with a constant velocity of the end-effector is considered during fine grinding. The continuity of acceleration and velocity will be achieved by minimizing jerk, and at the same time, smooth robot movement can be obtained. Cubic spline interpolation is implemented. A six-axis industrial robot is used for this research. Results show that optimal trajectory planning based on IWOA is more efficient than others. This method presented in this paper may have some indirect significance in robot business.
机译:机器人将广泛用于磨削行业,从恶劣的环境中解放人类。在研磨过程中,最佳轨迹规划不仅可以提高加工质量,而且还提高加工效率。本研究的目的是提出一种新的算法,并验证其实现磨削机器人的最佳轨迹规划的效率。目标函数已定义时间和捷克的条款。基于鲸井优化算法(WOA)和差分演进算法(DE),提出了改进的鲸鲸优化算法(IWOA)。 DE的突变操作和选择操作在初始化的部分中模仿,以处理由WOA初始化的群体,然后执行WOA的搜索任务。在细磨过程中考虑具有恒定速度恒定速度的运动。通过最小化JERK,可以实现加速和速度的连续性,同时可以获得平滑的机器人运动。实现了立方样条插值。六轴工业机器人用于这项研究。结果表明,基于IWOA的最佳轨迹规划比其他人更有效。本文呈现的该方法可能在机器人业务中具有一些间接意义。

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