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A Reconfigurable System Approach to the Direct Kinematics of a 5D.o.fRobotic Manipulator

机译:5D.o.fRobotic机械手直接运动学的可重构系统方法

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Hardware acceleration in high performance computer systems has a particular interest for many engineering and scientific applications in which a large number of arithmetic operations and transcendental functions must be computed. In this paper a hardware architecture for computing direct kinematics of robot manipulators with 5 degrees of freedom (5D.o.f) using floating-point arithmetic is presented for 32, 43, and 64 bit-width representations and it is implemented in Field Programmable Gate Arrays (FPGAs). The proposed architecture has been developed using several floating-point libraries for arithmetic and transcendental functions operators, allowing the designer to select (pre-synthesis) a suitable bit-width representation according to the accuracy and dynamic range, as well as the area, elapsed time and power consumption requirements of the application. Synthesis results demonstrate the effectiveness and high performance of the implemented cores on commercial FPGAs. Simulation results have been addressed in order to compute the Mean Square Error (MSE), using the Matlab as statistical estimator, validating the correct behavior of the implemented cores. Additionally, the processing time of the hardware architecture was compared with the same formulation implemented in software, using the PowerPC (FPGA embedded processor), demonstrating that the hardware architecture speeds-up by factor of 1298 the software implementation.
机译:高性能计算机系统中的硬件加速对许多工程和科学应用特别感兴趣,在这些应用中,必须计算大量的算术运算和超越函数。在本文中,针对32、43和64位宽度表示,提出了一种使用浮点算法来计算具有5个自由度(5D.of)的机器人操纵器直接运动学的硬件体系结构,并在现场可编程门阵列中实现(FPGA)。所提议的体系结构是使用几个浮点库开发的,用于算术和超越函数运算符,允许设计人员根据精度和动态范围以及所经过的区域选择(预合成)合适的位宽表示应用程序的时间和功耗要求。综合结果证明了在商用FPGA上已实现内核的有效性和高性能。为了解决均方误差(MSE),使用Matlab作为统计估计量,验证了已实现的核的正确行为,仿真结果已得到解决。此外,使用PowerPC(FPGA嵌入式处理器),将硬件架构的处理时间与软件中实现的相同公式进行了比较,证明硬件架构将软件实现的速度提高了1298倍。

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