Modern Manufacturing Engineering ›› 2025, Vol. 534 ›› Issue (3): 69-76.doi: 10.16731/j.cnki.1671-3133.2025.03.008

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Time-optimal trajectory planning of manipulator based on TCSPSO algorithm

XU Jiawei1, LI Lei1, WANG Jianhua2, ZHANG Yajun3, QIN Jiewei2, LIU Xuzhen2   

  1. 1 School of Mechanical Engineering,Jiangsu University of Science and Technology,Zhenjiang 212000,China;
    2 Guangzhou Shipyard International Company Limited,Guangzhou 510000,China;
    3 Southern Environment Corporation Linited,Guangzhou 510000,China
  • Received:2024-08-29 Published:2025-03-28

Abstract: Currently,in the shipbuilding industry,robotic arm welding operations have gradually replaced traditional manual labor.To improve the working efficiency and stability of robotic arms,a time-optimal trajectory planning method for robotic arms based on the Terminal Crossover and Steering-based Particle Swarm Optimization (TCSPSO) algorithm was proposed. First,a 5-7-5 polynomial interpolation function was constructed to fit the motion trajectory in the joint space of the robotic arm,with the goal of optimizing the robotic arm′s motion time,and a constrained optimization model was established. Then,the Augmented Lagrange multiplier Method was applied to convert the constrained optimization problem into an unconstrained one. To avoid local optima,the TCSPSO algorithm was used to solve the problem. Finally,simulation experiments were conducted in MATLAB software,resulting in the optimal motion time and smooth trajectory of the robotic arm. The results indicate that this method can effectively shorten the motion time of the robotic arm while ensuring its stability during movement.

Key words: manipulator, trajectory planning, Particle Swarm Optimization (PSO) algorithm, polynomial interpolation, Augmented Lagrange multiplier Method (ALM)

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