“芝麻开门!打开未知门的自适应力/速度控制

Y. Karayiannidis, Christian Smith, Petter Ögren, D. Kragic
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引用次数: 31

摘要

开门问题是机器人在家庭环境中操作的基本问题。由于这些环境通常不如工业环境结构化,因此必须处理与门的动力学和运动学相关的几种不确定性,以实现成功打开。本文提出了一种不需要事先知道门的运动学就能开门的方法。所提出的方法可以在末端具有力传感能力的速度控制机械臂上实现。该方法由一个速度控制器组成,该控制器使用力测量和基于门铰链位置自适应估计的径向估计。根据力/运动混合控制的概念,将控制动作分解为估计的径向和切向。在速度控制器内的力控制器将径向力调节到所需的小值,而速度控制器确保机器人的末端执行器以所需的切向速度运动,从而完成任务。本文还证明了径向自适应估计收敛于实际径向矢量。在仿真和实际机器人上验证了该控制方案的性能。
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“Open sesame!” adaptive force/velocity control for opening unknown doors
The problem of door opening is fundamental for robots operating in domestic environments. Since these environments are generally less structured than industrial environments, several types of uncertainties associated with the dynamics and kinematics of a door must be dealt with to achieve successful opening. This paper proposes a method that can open doors without prior knowledge of the door kinematics. The proposed method can be implemented on a velocity-controlled manipulator with force sensing capabilities at the end-effector. The method consists of a velocity controller which uses force measurements and estimates of the radial direction based on adaptive estimates of the position of the door hinge. The control action is decomposed into an estimated radial and tangential direction following the concept of hybrid force/motion control. A force controller acting within the velocity controller regulates the radial force to a desired small value while the velocity controller ensures that the end effector of the robot moves with a desired tangential velocity leading to task completion. This paper also provides a proof that the adaptive estimates of the radial direction converge to the actual radial vector. The performance of the control scheme is demonstrated in both simulation and on a real robot.
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