Efficient parallel algorithms for robot forward dynamics computation

C. S. Lee, P. Chang
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引用次数: 70

Abstract

Computing the robot forward dynamics is important for real-time computer simulation of robot arm motion. Two efficient parallel algorithms for computing the forward dynamics for robot arm simulation were developed to be implemented on an SIMD computer with n processors, where n is the number of degrees-of-freedom of the manipulator. The first parallel algorithm, based on the Composite Rigid-Body method, generates the inertia matrix using the parallel Newton-Euler algorithm, the parallel linear recurrence algorithm, and the row-sweep algorithm, and then inverts the inertia matrix to obtain the joint acceleration vector desired at time t. The second parallel algorithm, based on the conjugate gradient method, computes the joint accelerations with a time complexity of O(n) for multiplication operation and O(nlogn) for addition operation. The proposed parallel computation results are compared with the existing methods.
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机器人正动力学计算的高效并行算法
机器人前向动力学的计算对于机器人手臂运动的实时计算机仿真具有重要意义。提出了两种用于机械臂正动力学仿真的高效并行算法,并在具有n个处理器(n为机械臂的自由度)的SIMD计算机上实现。第一种并行算法基于复合刚体法,利用并行牛顿-欧拉算法、并行线性递推算法和行扫描算法生成惯性矩阵,然后对惯性矩阵进行反求,得到t时刻所需的关节加速度矢量。第二种并行算法基于共轭梯度法,计算关节加速度,乘法运算的时间复杂度为O(n),加法运算的时间复杂度为O(nlogn)。将提出的并行计算结果与现有方法进行了比较。
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