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Obstacle avoidance planning for redundant manipulator based on variational method

机译:基于变分法的冗余机械手避障规划

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To reduce the excessive joints movement, this paper proposed a new obstacle avoidance method for a redundant manipulator. In this method, we designed the performance evaluation functional to realize the shortest joints motion path of manipulator, and deduced the gradient vector optimizing index by variational method to make the joint movement minimum during obstacle avoiding. Meanwhile, in order to avoid the obstacle avoidance algorithm failure or joints exceeding their limits, which arose from the great difference between least-norm solution and homogeneous solution of velocity inverse kinematics of the manipulator, this paper used 2-norm continuous function to adjust homogeneous solution factor of gradient projection method dynamically. To verify the validity of the proposed obstacle avoidance method in the paper, simulation experiments were conducted on a 7-DOF redundant manipulator. The results show that, compared to the traditional gradient projection method for obstacle avoidance, the proposed algorithm in this paper has decreased the displacement of joint 1 to joint 6 by 38,3 %, 83,3 %, 3,81 %, 7,85 %, 50,1 % and 45,6 % respectively, and the total displacement of prismatic joints and revolute joints has reduced 62,2 % and 26,4 %. At the same time, the changes of joint 1 to joint 6’s velocity and acceleration between initial time and final time during obstacle avoiding has been decreased 43,2 %, 97,3 %, 2,23 %, 36,6 %, 96,7 %, 72,7 % (velocity) and 91,04 %, 98,28 %, 73,33 %, 98,40 %, 93,86 % and 91,94 % (acceleration) respectively. The test validated that the proposed obstacle avoidance method based on variational method is feasible and practicable.
机译:为了减少关节的过度运动,本文提出了一种新的冗余机械手避障方法。在该方法中,我们设计了性能评估功能,以实现机械手最短的关节运动路径,并通过变分方法推导了梯度向量优化指标,以使避障过程中的关节运动最小。同时,为了避免由于机械手速度逆运动学的最小范数解和齐次解之间的巨大差异而导致的避障算法失败或关节超出其极限,本文采用2-范数连续函数调整齐次性动态梯度投影法的求解因子。为了验证本文提出的避障方法的有效性,在7自由度冗余机械手上进行了仿真实验。结果表明,与传统的避免障碍物的梯度投影方法相比,本文提出的算法将关节1到关节6的位移减少了38,3%,83,3%,3,81%,7。分别为85%,50.1%和45.6%,棱柱形接头和旋转接头的总位移减少了62,2%和26.4%。同时,在避障过程中,从第1关节到第6关节的速度和加速度在初始时间和最终时间之间的变化已减少了4,3.2%,97,3%,2,23%,36.6%,96,分别为7%,72.7%(速度)和91.04%,98.28%,73.33%,98.40%,93.86%和91.94%(加速度)。实验证明,基于变分法的避障方法是可行可行的。

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