基于多目标优化的救援机械臂结构参数设计

Structural Parameters Design of Rescue Manipulator Based on Multi-Objective Optimization

  • 摘要: 为了综合优化双臂救援机器人双臂协同工作空间、机械臂负载能力以及机械臂末端运动速度,研究了基于多目标函数综合优化的救援机器人双臂结构参数设计方法. 由于双机械臂的协同工作空间难以进行数学描述,提出了一种基于三重积分的描述方法. 针对所建立的双臂协同工作空间、机械臂末端运动速度以及机械臂负载能力三个目标函数的综合优化问题,通过模糊层次分析法,计算每个目标函数的权重从而进行线性加权以得到综合的多目标优化函数. 基于该综合优化函数,通过粒子群算法进行多目标函数最优值求解,得到一组机械臂结构优化参数,使双臂救援机器人的综合性能达到最优. 实验结果表明所提出的双臂救援机器人性能指标的优化方法是可行的.

     

    Abstract: In order to achieve the comprehensive optimization of the dual-arm rescue robot’s working space, load capacity of robotic arm and speed of manipulator’s end-effector in rescue engineering, a structure parameter design method was proposed based on multi-objective functions for rescue robot to carry out comprehensive optimization. To overcome the difficulty of mathematical description of the dual-arm working space, load capacity and speed of manipulator’s end-effector, a triple integral method and manipulability function were used to establish their objective functions respectively. To optimize the three objective functions synthetically, a coupling analysis method was proposed, and the coupling relationship between the three optimization objectives was determined. Using the fuzzy analytic hierarchy process (FAHP), multiple optimization functions were linearly weighted according to the index weight to obtain a comprehensive multi-objective optimization function. Based on the comprehensive optimization function, the optimal value of the objective function was solved based on the particle swarm optimization (PSO), and the dual-arm structural parameters were obtained, so that the comprehensive performance of the dual-arm rescue robot was optimized. The simulation results show that the performance index and optimization method of the proposed dual-arm rescue robot are feasible.

     

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