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Characterizing Multidimensional Capacitive Servoing for Physical Human-Robot Interaction

delete2023-02-01
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OA
AI
Z
Zackory Erickson *
H
Henry Clever
V
Vamsee Gangaram
E
Eliot Xing
G
Greg Turk
C
C. Karen Liu
C
Charles C. Kemp
DOI:10.1109/TRO.2022.3190217delete
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Abstract

Abstract

En 中文
Toward the goal of robots performing robust and intelligent physical interactions with people, it is crucial that robots are able to accurately sense the human body, follow trajectories around the body, and track human motion. This study introduces a capacitive servoing control scheme that allows a robot to sense and navigate around human limbs during close physical interactions. Capacitive servoing leverages temporal measurements from a multielectrode capacitive sensor array mounted on a robot's end effector to estimate the relative position and orientation (pose) of a nearby human limb. Capacitive servoing then uses these human pose estimates from a data-driven pose estimator within a feedback control loop in order to maneuver the robot's end effector around the surface of a human limb. We provide a design overview of capacitive sensors for human-robot interaction and then investigate the performance and generalization of capacitive servoing through an experiment with 12 human participants. The results indicate that multidimensional capacitive servoing enables a robot's end effector to move proximally or distally along human limbs while adapting to human pose. Using a cross-validation experiment, results further show that capacitive servoing generalizes well across people with different body size.
Keywords:
Robot sensing systems
Sensors
Robots
Capacitive sensors
Robot kinematics
Electrodes
Arms
Capacitive servoing
capacitive sensors
physical human-robot interaction
physically assistive robotics
pose estimation

Journal

IEEE Transactions on Robotics cover
IEEE Transactions on Robotics
IF:
10.5
Papers:
3.3K
Citations:
2.8W

Organization

G
Georgia Institute of Technology
Scholars:
1.8W
Papers: 1.4W
Citations: 5.9W
C
Carnegie Mellon University
Scholars:
1.4W
Papers: 1.4W
Citations: 2.7W
U
university system of georgia
Scholars:
7.3W
Papers: 6.5W
Citations: 101
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