首页> 外文期刊>Proceedings of the Institution of Mechanical Engineers, Part C. Journal of mechanical engineering science >Robust contact force estimation for robot manipulators in three-dimensional space
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Robust contact force estimation for robot manipulators in three-dimensional space

机译:三维空间中机器人机械臂的鲁棒接触力估计

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摘要

Information on contact forces in robot manipulators is indispensable for fast and accurate force control. Instead of expensive force sensors, estimation algorithms for contact forces have been widely developed. However, it is not easy to obtain the accurate values due to uncertainties. In this article, a new robust estimator is proposed to estimate three-dimensional contact forces acting on a three-link robot manipulator. The estimator is based on the extended Kalman filter (EKF) structure combined with a Lyapunov:based adaptation law for estimating the contact force. In contrast to the conventional EKF the new estimator is designed such that it is robust to the deterministic uncertainties such as the modelling error and the sensing bias. The performance of the proposed estimator is evaluated through simulations of a robot manipulator and demonstrates robustness in estimating the contact force. The estimation results show that it can be potentially used to replace the expensive force sensors in robot applications.
机译:关于机器人操纵器中的接触力的信息对于快速精确地控制力是必不可少的。代替昂贵的力传感器,已经广泛开发了用于接触力的估计算法。然而,由于不确定性,难以获得准确的值。在本文中,提出了一种新的鲁棒估计器,以估计作用在三连杆机器人操纵器上的三维接触力。估计器基于扩展卡尔曼滤波器(EKF)结构,并结合基于Lyapunov:的自适应定律来估计接触力。与传统的EKF相比,新的估算器在设计上对确定性不确定性(如建模误差和感测偏差)具有鲁棒性。拟议的估算器的性能通过机器人操纵器的仿真进行了评估,并展示了估算接触力的鲁棒性。估计结果表明,它可以潜在地代替机器人应用中昂贵的力传感器。

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