首页> 外文会议>2013 13th Iranian Conference on Fuzzy Systems >Trajectory tracking control of a class of lower mobility parallel manipulators using ANFIS
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Trajectory tracking control of a class of lower mobility parallel manipulators using ANFIS

机译:使用ANFIS的一类低移动并联机器人的轨迹跟踪控制。

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摘要

In engineering applications, very precise motion of parallel manipulators to track the desired trajectory has received a great deal of attention. This paper presents a new methodology to investigate this problem based on the Adaptive Neuro-Fuzzy Inference System (ANFIS) controller for a particular family of lower mobility parallel kinematic manipulators. This novel structure has three degrees of pure translational freedom by employing architecture of a modified version of Delta parallel mechanism. The proposed mechanism like ordinary Delta parallel mechanism has three degrees of pure translational freedom, but the position of robot's three active joints relative to each other is the main difference between this mechanism and Delta parallel mechanism, which has caused the change in geometry of platforms, and it shapes the asymmetrical structure in the robot mechanism and its workspace. Inverse dynamic modeling is performed based on principle of virtual work. The conventional PD controllers of Computed Torque Control (C-T) method usually need manual retuning to make a successful task, particularly in the presence of disturbance. In the present paper, we study feasibility of applying ANFIS controller instead of conventional controller used in C-T method to cope with above problem for this nonlinear complex system. Several computer simulations imply that proposed method is encouraging compared with ordinary C-T method implemented with conventional controller.
机译:在工程应用中,并联机械手的非常精确的运动来跟踪所需的轨迹已引起了广泛的关注。本文提出了一种基于自适应神经模糊推理系统(ANFIS)控制器的特殊方法,用于特定的低活动性并联运动机械手家族。通过使用Delta并行机制的修改版本的体系结构,此新颖的结构具有三个纯平移自由度。所提出的机制像普通的Delta并联机构一样具有三个纯粹的平移自由度,但是机器人的三个活动关节相对于彼此的位置是该机构与Delta并联机构之间的主要区别,这导致了平台几何形状的变化,它塑造了机器人机构及其工作空间中的不对称结构。逆动态建模是基于虚拟工作原理进行的。常规的计算转矩控制(C-T)方法的PD控制器通常需要手动调整才能成功完成任务,尤其是在存在干扰的情况下。在本文中,我们研究了应用ANFIS控制器代替C-T方法中使用的常规控制器来解决该非线性复杂系统的上述问题的可行性。若干计算机仿真表明,与使用常规控制器实现的普通C-T方法相比,该方法令人鼓舞。

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