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Fast implementation of robot inverse dynamics with distributed arithmetic via a SIMD architecture

机译:通过SIMD架构使用分布式算法快速实现机器人逆动力学

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摘要

Real-time sophisticated robot control schemes require the online evaluation of the inverse robot dynamics model, a computationally intensive task. Research efforts to create efficient implementations of inverse models belong to the domain of computational robot dynamics. The current trends in this domain postulate that major improvements in computational efficiency can be achieved only in the context of customizing the dynamics formulations for specific robots and organizing the numerical computation. In this context, the objective of this paper is to introduce a novel SIMD parallel architecture based upon the distributed arithmetic technique for the efficient implementation of the general-purpose inverse robot dynamic problem. The approach is embedded in the Lagrangian formulation of robot dynamics with all equations expanded symbolically in their scalar form. In the proposed architecture any inherent parallelism of the computations is exploited to partition the inverse dynamics problem into discrete subtasks. The efficiency of the procedure is illustrated via the positioning system of the Puma robot.
机译:实时复杂的机器人控制方案需要对机器人逆动力学模型进行在线评估,这是一项计算量大的任务。创建有效的逆模型实现的研究工作属于计算机器人动力学领域。该领域的当前趋势假定,只有在为特定机器人定制动力学公式并组织数值计算的情况下,才能实现计算效率的重大提高。在这种情况下,本文的目的是介绍一种基于分布式算术技术的新型SIMD并行体系结构,以有效地实现通用逆向机器人动力学问题。该方法嵌入在机器人动力学的拉格朗日公式中,所有方程均以标量形式符号扩展。在提出的体系结构中,可以利用计算的任何固有并行性将逆动力学问题划分为离散的子任务。通过Puma机器人的定位系统说明了该过程的效率。

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