The improved compact QP method for resolving manipulator redundancy

F. Cheng, Rong-Jing Sheu, Tsing-Hua Chen
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引用次数: 71

Abstract

The compact QP method is an effective and efficient algorithm for resolving the manipulator redundancy under inequality constraints. In this paper, a more computationally efficient scheme which will improve the efficiency of the compact QP method-the improved compact QP method -is developed. With the technique of workspace decomposition, the redundant inverse kinematics problem can be decomposed into two subproblems. Thus, the size of the redundancy problem can be reduced. For an n degree-of-freedom spatial redundant manipulator, instead of a 6/spl times/n matrix, only a 3/spl times/(n-3) matrix is needed to be manipulated by Gaussian elimination with partial pivoting for selecting the free variables. The simulation results on the CESAR manipulator indicate that the speedup of the compact QP method as compared with the original QP method is about 4.3. Furthermore, the speedup of the improved compact QP method is about 5.6. Therefore, it is believed that the improved compact QP method is one of the most efficient and effective optimization algorithm for resolving the manipulator redundancy under inequality constraints.<>
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求解机械臂冗余的改进紧凑QP方法
紧凑QP方法是求解不等式约束下机械臂冗余度的一种有效算法。本文提出了一种计算效率更高的改进紧凑QP方法。利用工作空间分解技术,将冗余逆运动学问题分解为两个子问题。因此,可以减少冗余问题的大小。对于n自由度的空间冗余机械臂,采用部分旋转的高斯消去法选择自由变量时,不再需要6/spl次/n矩阵,而只需处理3/spl次/(n-3)矩阵。在CESAR机械臂上的仿真结果表明,与原QP方法相比,紧凑QP方法的加速约为4.3。此外,改进的紧凑QP方法的加速速度约为5.6。因此,改进的紧凑QP方法是求解不等式约束下机械臂冗余度最有效的优化算法之一。
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