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Human-Like Posture Correction for Seven-Degree-of-Freedom Robotic Arm
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Human-Like Posture Correction for Seven-Degree-of-Freedom Robotic Arm

Yu-Heng DengJen-Yuan (james) Chang
Journal of Mechanisms and Robotics, 卷.14(2), 024501
04/2022

摘要

bio-inspired design human-like linear regression one-class support vector machine posture correction prosthetics robotic arm seven degrees of freedom (7 DoFs) theoretical kinematics Mechanical Engineering
Owing to advancements in robotics, researchers have been focusing on integrating humanoid robots into actual environments. Most humanoid robots are equipped with seven-degree-of-freedom (DoF) arms that allow them to be flexible in different scenarios. The controller of a 7-DoF robotic arm must select one solution among the infinite sets of solutions for a given inverse kinematics problem. To date, no suitable approach has been developed for identifying appropriate human-like postures for a robotic arm with an offset wrist configuration. In this paper, we propose a novel algorithm that considers the movement of the human arm to consistently find a suitable human-like posture. First, a one-class support vector machine model is employed to classify human-like postures. Then, the algorithm uses the redundancy characteristic of a 7-DoF robotic arm with a linear regression model to enhance the search of human-like postures. Finally, the proposed algorithm is demonstrated in the simulation.

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