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Adaptive Robotic Interceptions of Moving Targets with a Target Motion Estimation-Based Visual Tracking Controller

机译:基于目标运动估计的视觉跟踪控制器的运动目标自适应机器人拦截

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An automated assembly task on production lines requires robotic manipulation of a target when the target is moving. Due to complicated environments and multi-tasking, vision occlusion and uncertainty of dynamics of a gripper/target may happen. Therefore, we developed a vision guided robotic system composed of a target motion estimation-based visual tracking controller and an adaptive controller. The target motion estimation-based visual tracking controller enables the system to estimate target positions and velocities and compute desired robotic positions and velocities based on previous estimates even if the target is not viewed occasionally. Moreover, a robotic end-effector is controlled with the adaptive controller to pursue and catch the target even if the target and gripper parameters are not exactly known. In experiments, interceptions of the target moving at different speeds by using different grippers based on visual feedback were presented to demonstrate good performance on efficiency and robustness of the proposed method.
机译:生产线上的自动化组装任务需要在目标移动时对目标进行机器人操纵。由于复杂的环境和多任务处理,可能会发生视觉遮挡以及抓取器/目标物动力学的不确定性。因此,我们开发了一种视觉引导机器人系统,该系统由基于目标运动估计的视觉跟踪控制器和自适应控制器组成。基于目标运动估计的视觉跟踪控制器使系统能够估计目标位置和速度,并基于先前的估计来计算所需的机器人位置和速度,即使偶尔不查看目标也是如此。此外,即使目标和抓取器参数未知,机器人的末端执行器也可以通过自适应控制器进行控制,以追踪并捕获目标。在实验中,提出了基于视觉反馈的通过使用不同抓取器以不同速度移动目标的拦截方法,以证明所提方法的效率和鲁棒性良好。

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