参考轨迹不确定条件下多接触任务的力相关变阻抗控制器

IF 2 Q2 AUTOMATION & CONTROL SYSTEMS
Kithmi N. D. Widanage;Rizuwana Parween;Hareesh Godaba;Nicolas Herzig;Romeo Glovnea;Yanan Li
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引用次数: 0

摘要

在机器人操作中,在不确定环境中执行力跟踪任务会给机器人和环境带来高接触力的风险。虽然学习控制方法用于与不确定环境交互时,机器人通常需要一些时间来学习在这种情况下正确的参考路径。在此过程中,重要的是要减少接触力,直到了解环境特性,以确保相互作用的安全。为此,本文提出了一种力相关可变阻抗控制器(FVIC),该控制器在存在参考不确定性的情况下提供顺应性,并随着参考位置确定性的增加而提高位置跟踪精度。在该FVIC中,将机器人的刚度和阻尼分别定义为力和力率的函数,以保证机器人的柔顺性和稳定性。通过Kinova Gen3 7DOF机器人的仿真和实验验证了该方法的有效性。结果表明,与传统的变阻抗控制(VIC)方法不同,该方法在不影响所需阻抗特性的情况下保证了稳定性。进一步证明,在存在参考不确定度的情况下,采用该方法可以使接触力保持在较低的水平,从而保证了安全。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Force-Dependent Variable Impedance Controller for Contact-Rich Tasks Under Reference Trajectory Uncertainty
In robotic manipulation, performing force-tracking tasks in an uncertain environment poses the risk of the robot and the environment encountering high contact forces. While learning control methods are used when interacting with uncertain environments, the robots generally take some time to learn the correct reference path in such scenarios. During this process, it is important to reduce the contact forces until the environment properties are learned to ensure the safety of the interaction. To this end, this letter proposes a force-dependent variable impedance controller (FVIC) that provides compliance in the presence of reference uncertainty and improves the position tracking accuracy as the certainty of the reference position increases. In this FVIC, the stiffness and damping of the robot are defined as functions of force and force rate, respectively, to ensure compliance and stability. The proposed method is validated via simulations and experiments conducted using the Kinova Gen3 7DOF robot. The results show that, unlike the traditional variable impedance control (VIC) methods, this method ensures stability without compromising the desired impedance characteristics. It is further demonstrated that with this method, the contact forces can be maintained significantly low when there’s a reference uncertainty, thus ensuring safety.
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来源期刊
IEEE Control Systems Letters
IEEE Control Systems Letters Mathematics-Control and Optimization
CiteScore
4.40
自引率
13.30%
发文量
471
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