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Nonholonomic camera-space manipulation using cameras mounted on a mobile base

机译:使用安装在移动基座上的摄像机进行非完整的摄像机空间操作

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Abstract: The body of work called `Camera Space Manipulation' is an effective and proven method of robotic control. Essentially, this technique identifies and refines the input-output relationship of the plant using estimation methods and drives the plant open-loop to its target state. 3D `success' of the desired motion, i.e., the end effector of the manipulator engages a target at a particular location with a particular orientation, is guaranteed when there is camera space success in two cameras which are adequately separated. Very accurate, sub-pixel positioning of a robotic end effector is possible using this method. To date, however, most efforts in this area have primarily considered holonomic systems. This work addresses the problem of nonholonomic camera space manipulation by considering the problem of a nonholonomic robot with two cameras and a holonomic manipulator on board the nonholonomic platform. While perhaps not as common in robotics, such a combination of holonomic and nonholonomic degrees of freedom are ubiquitous in industry: fork lifts and earth moving equipment are common examples of a nonholonomic system with an on-board holonomic actuator. The nonholonomic nature of the system makes the automation problem more difficult due to a variety of reasons; in particular, the target location is not fixed in the image planes, as it is for holonomic systems (since the cameras are attached to a moving platform), and there is a fundamental `path dependent' nature of nonholonomic kinematics. This work focuses on the sensor space or camera-space-based control laws necessary for effectively implementing an autonomous system of this type.!29
机译:摘要:所谓的“相机空间操纵”是一种有效且行之有效的机器人控制方法。本质上,该技术使用估算方法来识别和改善工厂的输入-输出关系,并将工厂开环驱动到其目标状态。当在足够分开的两个摄像机中获得成功的摄像机空间时,可以保证3D“成功”运动,即操纵器的末端执行器以特定方向在特定位置接合目标。使用这种方法可以实现机器人末端执行器的非常精确的亚像素定位。然而,迄今为止,在该领域的大多数努力主要考虑了完整系统。这项工作通过考虑非完整平台上带有两个摄像头和完整操纵器的非完整机器人的问题,解决了非完整摄像机空间操纵的问题。虽然在机器人技术中可能不那么普遍,但这种完整的完整和非完整的自由度组合在行业中很普遍:叉车和土方设备是带有完整完整的执行器的非完整系统的常见示例。由于各种原因,系统的非完整特性使自动化问题更加困难。特别是,目标位置并没有像完整系统那样固定在像平面中(因为摄像机安装在移动平台上),并且非完整运动学具有基本的“取决于路径”的性质。这项工作的重点是有效实施此类自治系统所需的基于传感器空间或基于摄像机空间的控制定律!29

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