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Ping-pong robotics with high-speed vision system

机译:具有高速视觉系统的乒乓球机

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The performance of vision-based control is usually limited by the low sampling rate of the visual feedback. We address Ping-Pong robotics as a widely studied example which requires high-speed vision for highly dynamic motion control. In order to detect a flying ball accurately and robustly, a multi-threshold segmentation algorithm is applied in a stereo-vision running at 150Hz. Based on the estimated 3D ball positions, a novel two-phase trajectory prediction is exploited to determine the hitting position. Benefiting from the high-speed visual feedback, the hitting position and thus the motion planning of the manipulator are updated iteratively with decreasing error. Experiments are conducted on a 7 degrees of freedom humanoid robot arm. A successful Ping-Pong playing between the robot arm and human is achieved with a high successful rate of 88%.
机译:视觉的控制性能通常受视觉反馈的低采样率的限制。 我们将平庞机器人作为一种广泛研究的例子,需要高速视觉的高速视觉。 为了准确且鲁棒地检测飞球,在运行在150Hz的立体视觉中应用了多阈值分割算法。 基于估计的3D球位置,利用新的两相轨迹预测来确定击中位置。 受益于高速视觉反馈,击中位置,从而迭代地更新操纵器的运动规划,迭代率降低。 实验是在7级自由的人形机器人手臂上进行的。 在机器人手臂和人之间的成功播放成功的成功率为88%。

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