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Desenvolvimento de esquema de controle com realimentação visual para um robô manipulador

机译:开发具有视觉反馈的机械手机器人控制方案

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摘要

This work proposes a kinematic control scheme, using visual feedback for a robot arm with five degrees of freedom. Using computational vision techniques, a method was developed to determine the cartesian 3d position and orientation of the robot arm (pose) using a robot image obtained through a camera. A colored triangular label is disposed on the robot manipulator tool and efficient heuristic rules are used to obtain the vertexes of that label in the image. The tool pose is obtained from those vertexes through numerical methods. A color calibration scheme based in the K-means algorithm was implemented to guarantee the robustness of the vision system in the presence of light variations. The extrinsic camera parameters are computed from the image of four coplanar points whose cartesian 3d coordinates, related to a fixed frame, are known. Two distinct poses of the tool, initial and final, obtained from image, are interpolated to generate a desired trajectory in cartesian space. The error signal in the proposed control scheme consists in the difference between the desired tool pose and the actual tool pose. Gains are applied at the error signal and the signal resulting is mapped in joint incrementals using the pseudoinverse of the manipulator jacobian matrix. These incrementals are applied to the manipulator joints moving the tool to the desired pose
机译:这项工作提出了一种运动控制方案,该方案使用具有五个自由度的机械手的视觉反馈。使用计算视觉技术,开发了一种方法,该方法使用通过摄像头获得的机器人图像来确定机器人手臂(姿势)的笛卡尔3d位置和方向。将彩色的三角形标签放置在机器人操纵器工具上,并使用有效的启发式规则来获取图像中该标签的顶点。通过数值方法从这些顶点获得工具姿态。实施了一种基于K均值算法的颜色校准方案,以确保在存在光线变化的情况下视觉系统的鲁棒性。从四个共面点的图像中计算外部相机参数,这些共面点的笛卡尔3d坐标与固定帧有关。从图像获得的工具的两个不同姿势(初始姿势和最终姿势)进行插值,以在笛卡尔空间中生成所需的轨迹。所提出的控制方案中的误差信号在于期望的刀具姿态与实际的刀具姿态之间的差异。对误差信号施加增益,并使用操纵器雅可比矩阵的伪逆将结果信号映射为联合增量。这些增量将应用于将工具移动到所需姿势的机械手关节

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