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Autonomous timed movement based on attractor dynamics in a ball hitting task

机译:基于球拍击打任务的吸引力动态的自主定时运动

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Timed robotic actions so that they are initiated or terminated just in time can be crucial in many tasks and scenarios in which the robot has to coordinate with other robotic agents or to interact with external entities such as moving objects. The analogy with human movement coordination has motivated an approach in which timed movements are generated from stable periodic solutions of dynamical systems, which are turned on and off in time to initiate and terminate a timed motor act. Here we extend this approach to generate sequences of timed motor actions required to intercept and hit a rolling ball on an inclined plane. The proposed system combines attractor dynamics for the robot's end-effector heading direction, fixed point attractor for end-effector postural states, limit cycle attractor dynamics for the end-effector speed and competitive neural dynamics to organize the different behaviors and movement phases. The ball interception point and time to contact are predicted based on a Kalman estimate of the ball's kinematics. The work is implemented on a redundant manipulator CoRA platform and the ball motion is monitored by the manipulator's vision system.
机译:定时机器人动作,使它们在时间上启动或终止可能在许多任务和场景中至关重要,其中机器人必须与其他机器人代理协调或与外部实体相互作用,例如移动物体。具有人体运动协调的类比具有激励的方法,其中从动力系统的稳定周期性解决方案产生定时运动,这些方法在时间上打开和关闭以启动和终止定时的电动机法。在这里,我们扩展了这种方法,以产生所需的定时电动机动作序列,并在倾斜平面上击中滚动球。所提出的系统将吸引子动力学与机器人的末端效应标题方向相结合,固定点吸引物用于末端效应器姿势状态,限制循环循环吸引子动力学,用于结束 - 效应速度和竞争性神经动力学来组织不同的行为和运动阶段。基于球的运动学的卡尔曼估计来预测球拦截点和时间。该工作在冗余机械手Cora平台上实现,并且机械手的视觉系统监测球运动。

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