Robot Manipulate Minimum Jerk Trajectory Planning Based on the Improved Dung Beetle Optimizer Algorithm

混蛋 机器人 弹道 计算机科学 运动规划 控制理论(社会学) 算法 控制工程 人工智能 工程类 控制(管理) 加速度 物理 天文 经典力学
作者
Ma Haohao,Azizan As’arry,M. Truong Cong,Aidin Delgoshaei,Mohd Idris Shah Ismail,Hafiz Rashidi Ramli,Xuping Wu
出处
期刊:Journal of Circuits, Systems, and Computers [World Scientific]
标识
DOI:10.1142/s0218126625500288
摘要

Trajectory planning of robotic manipulators in complex environments involves generating smooth and collision-free paths, and key aspects to consider include dynamic environment perception, path planning, trajectory smoothing and optimization, and obstacle avoidance. This paper discusses different algorithms and finally proposes a fusion of the improved Dung Beetle Optimizer (IDBO) algorithm using chaotic mapping, sinusoidal random mutation, and nonlinear convergence strategies with the bidirectional Rapidly exploring Random Tree (RRT) algorithm to achieve manipulator trajectory planning and minimum jerk optimization trajectory. In the experiment, the IDBO algorithm was compared with other heuristic algorithms. The path obtained was shortened by 9.18% on average, and the calculation time was shortened by 33.81% on average. Then, the paper explored Cartesian coordinate space trajectory planning and joint space trajectory planning when the robot was working in 3D space, and verified the superiority of the latter. In controlling the movement of the robot, by combining the minimum angle jerk planning and the bidirectional RRT obstacle avoidance algorithm to drive the joint angle parameters obtained by the spatial trajectory planning, the trajectory of the robot manipulator can be smoother, more efficient, and avoid obstacles in complex 3D space. This research helps improve the performance, safety, and technical support of robots, and is of great research significance.
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