External Force Observer for Small- and Medium-Sized Humanoid Robots

Author:

Hawley Louis12,Rahem Rémy12,Suleiman Wael12

Affiliation:

1. Electrical and Computer Engineering Department, Faculty of Engineering, Université de Sherbrooke, Quebec, Canada

2. Institut Interdisciplinaire d’Innovation Technologique (3IT), Université de Sherbrooke, Canada

Abstract

External force observer for humanoid robots has been widely studied in the literature. However, most of the proposed approaches generally rely on information from six-axis force/torque sensors, which the small or medium-sized humanoid robots usually do not have. As a result, those approaches cannot be applied to this category of humanoid robots, which are widely used nowadays in education or research. In this paper, we propose a Kalman filter-based observer to estimate the three components of an external force applied in any direction and at an arbitrary point of the robot’s structure. The observer is simple to implement and can easily run in real time using the embedded processor of a small or medium-sized humanoid robot such as Nao or Darwin-OP. Moreover, the observer does not require any changes to the robot’s hardware, as it only uses measurements from the available force-sensing resistors (FSR) inserted under the feet of the humanoid robot and from the robot’s inertial measurement unit (IMU). The proposed observer was extensively validated on a Nao humanoid robot in both cases of standing still or walking while an external force was applied to the robot. In the conducted experiments, the observer successfully estimated the external force within a reasonable margin of error. Moreover, the experimental data and the MATLAB and C++/ROS implementations of the proposed observer are available as an open source package. https://goo.gl/VkhejY.

Publisher

World Scientific Pub Co Pte Lt

Subject

Artificial Intelligence,Mechanical Engineering

Cited by 8 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Collision detection and identification for a legged manipulator;2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS);2022-10-23

2. Human-Humanoid Robot Cooperative Load Transportation: Model-based Control Approach;2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS);2022-10-23

3. Sensor Observability Index: Evaluating Sensor Alignment for Task-Space Observability in Robotic Manipulators;2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS);2022-10-23

4. A nonlinear state estimation framework for humanoid robots;Robotics and Autonomous Systems;2022-07

5. External force observer aided push recovery for torque-controlled biped robots;Autonomous Robots;2022-04-12

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3