一种新型的球控抓球机器人平台定位系统

T. Arif, Stockton McKay, Benjamin Conklin
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摘要

机器人接球是一项具有挑战性和复杂性的控制任务,为实现机器人的类人技能,人们对其进行了广泛的研究。在过去的十年中,一些接球机器人的设计已经达到了视觉跟踪和控制算法的基准。然而,球的轨迹跟踪与机器人运动规划之间的协调对环境参数的变化仍然高度敏感。一般来说,接球机器人需要一个无噪声的背景,有良好的照明和多个车载跟踪摄像头。此外,这些系统的一个共同的失败点是球的飞行时间短(或高速度)和投掷方向的不确定性。为了解决这些问题,在本研究中,我们提出了一个球捕捉平台系统,该系统可以利用两个多线程车载摄像头快速将平台定位到投掷方向。开发了一个图形用户界面平台,实现了定位算法,实现了球的高精度遮挡。实验结果表明,所提出的定位平台系统可以在低光噪声背景下使用,与基线设计相比,总体接球率从50%提高到90%。新系统还可以避免在嘈杂环境中进行屏蔽时平台不稳定的移动。
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A NOVEL PLATFORM ORIENTATION SYSTEM FOR PID-CONTROLLED BALL-CATCHING ROBOT
Ball catching by a robot is one of the challenging and complex control tasks that is extensively studied to achieve human-like skills in robots. Over the last decade, several ball-catching robot designs have attained benchmarks in visual tracking and control algorithms. However, the coordination between the ball's path tracking and the robot's motion planning remains highly sensitive to environmental parameter changes. In general, ball-catching robots require a noise-free background with good lighting and multiple off-board tracking cameras. Also, a common failing point of these systems is the short flight time (or high speed) of the ball and the uncertainties of throwing direction. To address these issues, in this study, we propose a ball-catching platform system that can rapidly orient the platform towards the throwing direction by utilizing two onboard cameras with multi-threading. A GUI platform has been developed to implement the orientation algorithm and mask the ball with high accuracy. Our experimental results show that the proposed orientation platform system can be used in a low-light noisy background, and the overall ball-catching rate increases from 50% to 90% compared to the baseline design. The new system can also avoid erratic platform movements when masking is done in a noisy environment.
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