Suppr超能文献

用于两个冗余机械臂同步操作的 G2 型 SRMPC 方案。

G2-type SRMPC scheme for synchronous manipulation of two redundant robot arms.

出版信息

IEEE Trans Cybern. 2015 Feb;45(2):153-64. doi: 10.1109/TCYB.2014.2321390. Epub 2014 May 16.

Abstract

In this paper, to remedy the joint-angle drift phenomenon for manipulation of two redundant robot arms, a novel scheme for simultaneous repetitive motion planning and control (SRMPC) at the joint-acceleration level is proposed, which consists of two subschemes. To do so, the performance index of each SRMPC subscheme is derived and designed by employing the gradient dynamics twice, of which a convergence theorem and its proof are presented. In addition, for improving the accuracy of the motion planning and control, position error, and velocity, error feedbacks are incorporated into the forward kinematics equation and analyzed via Zhang neural-dynamics method. Then the two subschemes are simultaneously reformulated as two quadratic programs (QPs), which are finally unified into one QP problem. Furthermore, a piecewise-linear projection equation-based neural network (PLPENN) is used to solve the unified QP problem, which can handle the strictly convex QP problem in an inverse-free manner. More importantly, via such a unified QP formulation and the corresponding PLPENN solver, the synchronism of two redundant robot arms is guaranteed. Finally, two given tasks are fulfilled by 2 three-link and 2 five-link planar robot arms, respectively. Computer-simulation results validate the efficacy and accuracy of the SRMPC scheme and the corresponding PLPENN solver for synchronous manipulation of two redundant robot arms.

摘要

在本文中,为了弥补两个冗余机械臂操作中的关节角度漂移现象,提出了一种新的关节加速度级同时重复运动规划和控制(SRMPC)方案,该方案由两个子方案组成。为此,通过两次利用梯度动力学推导出并设计了每个 SRMPC 子方案的性能指标,其中给出了一个收敛定理及其证明。此外,为了提高运动规划和控制的精度,将位置误差和速度误差反馈到正向运动学方程中,并通过张神经动力学方法进行分析。然后,将两个子方案同时重新表述为两个二次规划(QP),最终将它们统一为一个 QP 问题。此外,使用基于分段线性投影方程的神经网络(PLPENN)来解决统一的 QP 问题,该方法可以以无逆的方式处理严格凸的 QP 问题。更重要的是,通过这种统一的 QP 公式和相应的 PLPENN 求解器,可以保证两个冗余机械臂的同步性。最后,通过两个三连杆和两个五连杆平面机械臂分别完成了两个给定任务。计算机仿真结果验证了 SRMPC 方案和相应的 PLPENN 求解器对于两个冗余机械臂同步操作的有效性和准确性。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验