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作者:

Zuo, Guoyu (Zuo, Guoyu.) (学者:左国玉) | Qiu, Yongkang (Qiu, Yongkang.) | Liu, Yuelei (Liu, Yuelei.)

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摘要:

This paper proposes an external force detection method for humanoid robot arm without using joint torque sensors, which can detect the external force of the joint space in real time during the operation of the robot. We first analyzed the structure of the humanoid robot arm we designed, and then established the external force detection model of the robot arm based on robot dynamics and motor dynamics. Subsequently, analyses were conducted on the error of the detection model and the dynamic model error of the robot arm is compensated by using the artificial neural network method to obtain more accurate external force value for the robot arm. In experiment, the accuracy test and the collision test were performed on the detected extern forces of the robot arm. The results show that the method can effectively improve the detection accuracy of the robot arm, and the robot arm can realize the real-time collision detection during its static and running states, which can ensure the safe operation of the robot.

关键词:

sensorless force detection BP neural network Humanoid robot arm model error compensation

作者机构:

  • [ 1 ] [Zuo, Guoyu]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 2 ] [Zuo, Guoyu]Beijing Key Lab Comp Intelligence & Intelligent S, Beijing 100124, Peoples R China

通讯作者信息:

  • 左国玉

    [Zuo, Guoyu]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China

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来源 :

INTERNATIONAL JOURNAL OF HUMANOID ROBOTICS

ISSN: 0219-8436

年份: 2019

期: 5

卷: 16

1 . 5 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:136

被引次数:

WoS核心集被引频次: 5

SCOPUS被引频次: 7

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

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