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Adaptive Extended Computed Torque Control of 3 DOF Planar Parallel Manipulators Using Neural Network and Error Compensator

机译:基于神经网络和误差补偿器的3自由度平面并联机器人的自适应扩展计算转矩控制

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In this paper, an adaptive extended computed torque controller is proposed for trajectory tracking of 3 degree-of-freedom planar parallel manipulators. The dynamic model, including the modeling errors and uncertainties, is established in the joint space of 3 degree-of-freedom planar parallel manipulators. Based on the dynamic model, an adaptive extended computed torque control scheme is proposed in which a feed-forward neural network is combined with error compensators for adaptive compensating the unknown modeling errors and uncertainties of the parallel manipulators. The weights of the neural network are based on sliding functions and self-tuned online during the tracking control of system without any offline training phase. Using the combination of Sim Mechanics and Solid works, the comparative simulations are conducted for verifying the efficiency of the proposed control scheme.
机译:本文提出了一种自适应扩展计算转矩控制器,用于3自由度平面并联机械手的轨迹跟踪。在3个自由度平面并联机械手的关节空间中建立了包括建模误差和不确定性在内的动力学模型。基于动态模型,提出了一种自适应扩展计算转矩控制方案,该方案中前馈神经网络与误差补偿器相结合,用于自适应补偿并联机械手的未知建模误差和不确定性。神经网络的权重基于滑动函数,并且在系统的跟踪控制过程中可以进行在线自调整,而无需任何离线训练阶段。利用Sim Mechanics和Solid Works的组合,进行了比较仿真,以验证所提出的控制方案的效率。

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