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CMAC-based compound control of hydraulically driven 6-DOF parallel manipulator

机译:液压驱动六自由度并联机械手的基于CMAC的复合控制

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The movement precision of the hydraulically driven 6-six degrees of freedom (6-DOF) parallel manipulator is determined mainly by the precision of the valve-controlled asymmetrical cylinder (VCAC). Unfortunately, the asymmetrical movement of the VCAC caused by its asymmetrical structure can significantly compromise control precision. Owing to this asymmetry and, more fundamentally, the inherent nonlinearity of hydraulic systems as well as complicated load variations, it is very difficult to achieve ideal control precision with traditional (PID) control. In the present study, the working principle and characteristics of VCAC were analyzed, with particular focus on the asymmetry problem. In order to improve the precision of both VCAC control and 6-DOF parallel manipulator movement, this paper presents a new, cerebellar model articulation control (CMAC)-based control method. Experiments on both the single VCAC system and the parallel manipulator were developed to verify the validity and effectiveness of the new compound control method. The theoretical analysis and testing results, compared with those for the PID control, proved that the proposed CMAC-based control method can acquire high movement precision on the 6-DOF motion simulator while eliminating the need to build a mathematical model or obtain accurate loading conditions.
机译:液压驱动的六自由度(6-DOF)并联机械手的运动精度主要由阀控不对称气缸(VCAC)的精度决定。不幸的是,VCAC的不对称结构引起的VCAC不对称运动会严重影响控制精度。由于这种不对称性,从根本上说,由于液压系统固有的非线性以及复杂的负载变化,使用传统(PID)控制很难达到理想的控制精度。在本研究中,分析了VCAC的工作原理和特性,特别关注不对称问题。为了提高VCAC控制和6自由度并联机械手运动的精度,本文提出了一种基于小脑模型关节运动控制(CMAC)的新控制方法。开发了单VCAC系​​统和并联机械手的实验,以验证新的复合控制方法的有效性和有效性。理论分析和测试结果与PID控制相比,证明了基于CMAC的控制方法可以在6自由度运动模拟器上获得较高的运动精度,而无需建立数学模型或获得精确的加载条件。

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