Visual Servo Control for Ball-on-Plate Balancing: Effect of PID Controller Gain on Tracking Performance

Sarin Kitchatr, Aphiphu Sirimangkalalo, R. Chaichaowarat
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Abstract

Ball-on-plate balancing is a popular challenge for the implementation of control systems. In this paper, the Universal Robots UR3 industrial arm is set up for the challenge. An acrylic plate is firmly grasped by the robot’s gripper. The pure rotation about three axes is achieved at the center of the plate by considering the offset of the plate from the tool frame. A web camera is mounted on the last link to observe the position of a ping pong ball moving on top of the plate. The color-based object detection is used with OpenCV and the coordinates of the ball are mapped to the pixel of the camera. At the beginning of each test, the ball was placed away from the center of the plate. Considering the x-axis and y-axis error of the ball position away from the center of the plate, the robot arm stabilizes the ball to the center according to the PID controller gain configurations. The effect of the proportional gain on reducing the rise time of the response is observed. The advantage of the derivative gain on reducing the response overshoot is observed. The advantage of the integral gain on reducing the steady-state error is not clearly observed for this ball-on-plate balancing problem. The implemented controller is robust against the small vibration of the camera with respect to the robot arm.
用于板上球平衡的可视化伺服控制:PID 控制器增益对跟踪性能的影响
板上球平衡是实施控制系统的一项常见挑战。在本文中,Universal Robots 的 UR3 工业机械臂就是为应对这一挑战而设置的。机器人的抓手牢牢抓住一块亚克力板。通过考虑板材与工具框架的偏移量,在板材中心实现了三轴纯旋转。在最后一个环节上安装了一个网络摄像头,用于观察在盘子顶部移动的乒乓球的位置。使用 OpenCV 进行基于颜色的物体检测,并将乒乓球的坐标映射到摄像头的像素上。每次测试开始时,乒乓球都被放置在远离盘子中心的位置。考虑到小球远离盘子中心位置的 x 轴和 y 轴误差,机械臂根据 PID 控制器增益配置将小球稳定在中心位置。可以观察到比例增益对缩短响应上升时间的作用。可以观察到导数增益在减少响应超调方面的优势。积分增益在减少稳态误差方面的优势在这个球-板平衡问题上并不明显。所实现的控制器对摄像机相对于机械臂的微小振动具有鲁棒性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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