HARMONIOUS—Human-Like Reactive Motion Control and Multimodal Perception for Humanoid Robots

IF 10.5 1区 计算机科学 Q1 ROBOTICS IEEE Transactions on Robotics Pub Date : 2024-11-19 DOI:10.1109/TRO.2024.3502216
Jakub Rozlivek;Alessandro Roncone;Ugo Pattacini;Matej Hoffmann
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Abstract

For safe and effective operation of humanoid robots in human-populated environments, the problem of commanding a large number of degrees of freedom (DoFs) while simultaneously considering dynamic obstacles and human proximity has still not been solved. In this article, we present a new reactive motion controller that commands two arms of a humanoid robot and three torso joints (17 DoF in total). We formulate a quadratic program that seeks joint velocity commands respecting multiple constraints while minimizing the magnitude of the velocities. We introduce a new unified treatment of obstacles that dynamically maps visual and proximity (precollision) and tactile (postcollision) obstacles as additional constraints to the motion controller, in a distributed fashion over the surface of the upper body of the iCub robot (with 2000 pressure-sensitive receptors). This results in a bioinspired controller that: first, gives rise to a robot with whole-body visuo-tactile awareness, resembling peripersonal space representations, and, second, produces human-like minimum jerk movement profiles. The controller was extensively experimentally validated, including a physical human–robot interaction scenario.
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HARMONIOUS - 仿人机器人的类人反应运动控制和多模态感知技术
为了使人形机器人在人口密集的环境中安全有效地运行,在同时考虑动态障碍物和人的接近性的情况下指挥大量自由度的问题仍然没有得到解决。在本文中,我们提出了一种新的反应运动控制器,它可以控制人形机器人的两个手臂和三个躯干关节(总共17个自由度)。我们制定了一个二次程序,寻求尊重多个约束条件的关节速度命令,同时最小化速度的大小。我们引入了一种新的统一的障碍物处理方法,它动态地映射视觉和接近(碰撞前)和触觉(碰撞后)障碍物,作为运动控制器的额外约束,以分布式的方式覆盖iCub机器人上半身的表面(具有2000个压力敏感受体)。这导致了一个生物启发控制器:首先,产生了一个具有全身视觉触觉意识的机器人,类似于个人空间表征,其次,产生类似人类的最小抽搐运动轮廓。该控制器经过了广泛的实验验证,包括物理人机交互场景。
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来源期刊
IEEE Transactions on Robotics
IEEE Transactions on Robotics 工程技术-机器人学
CiteScore
14.90
自引率
5.10%
发文量
259
审稿时长
6.0 months
期刊介绍: The IEEE Transactions on Robotics (T-RO) is dedicated to publishing fundamental papers covering all facets of robotics, drawing on interdisciplinary approaches from computer science, control systems, electrical engineering, mathematics, mechanical engineering, and beyond. From industrial applications to service and personal assistants, surgical operations to space, underwater, and remote exploration, robots and intelligent machines play pivotal roles across various domains, including entertainment, safety, search and rescue, military applications, agriculture, and intelligent vehicles. Special emphasis is placed on intelligent machines and systems designed for unstructured environments, where a significant portion of the environment remains unknown and beyond direct sensing or control.
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