Transporting a heavy object on a frictional floor by a mobile manipulator based on adaptive MPC framework

Yunzhuo Wang, Hitoshi Kusano, T. Sugihara
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引用次数: 1

Abstract

This work tackles a task to transport an object by a mobile manipulator to the designated location. Heavy objects that the robot cannot lift up and needs to push or drag are targeted. It is assumed that the mass property of the object and the frictional characteristics between the object and the floor are unknown. In addition, a caging strategy of loosely holding the object is employed in order to reduce the required motor torques. Thus, a challenge is how to deal with uncertainties accompanied with interactions between the robot, the object and the ground. A control system that stands on a combination of an instantaneous equilibration model of a planar frictional movement and the adaptive model predictive control (MPC) to modify the model parameters during the operation is proposed and implemented on a mobile manipulator. Efficacy of the proposed method was verified through experiments, in which even objects that are equipped with casters and thus have largely different characteristics from the supposed friction model were successfully moved to the desired destination.
基于自适应MPC框架的移动机械手在摩擦地板上搬运重物
这项工作的任务是通过移动机械手将物体运送到指定位置。目标是机器人无法举起并需要推动或拖动的重物。假设物体的质量特性和物体与地板之间的摩擦特性是未知的。此外,为了减少所需的电机转矩,采用了松散保持物体的笼形策略。因此,如何处理机器人、物体和地面之间相互作用的不确定性是一个挑战。提出了一种基于平面摩擦运动的瞬时平衡模型和自适应模型预测控制(MPC)相结合的控制系统,并在移动机械臂上实现了该系统。通过实验验证了该方法的有效性,即使是配备了脚轮的物体,也能成功地移动到预期的目的地,从而与假设的摩擦模型有很大的不同。
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