JOURNAL ARTICLE

Neural-Network-Based Six-axis Force/Torque Robot Sensor Calibration

Abstract

Six-axis force/torque robot sensor is an important component of intelligent robots. It is unable to interpret the relationship between input and output accurately by means of the conventional least-squares method for six-axis force/torque sensor calibration, because the sensor may suffer from non-linearity and various forms of uncertainty. In this paper, neural-networks method is used for the robot sensor calibration. This method and the least-squares method are both presented in this paper. And the results of both methods are compared and discussed. The results show that neural-networks-based calibration is more efficient and accurate.

Keywords:
Calibration Torque Robot Artificial neural network Control theory (sociology) Computer science Linearity Robot calibration Artificial intelligence Robot kinematics Control engineering Engineering Mobile robot Electronic engineering Mathematics Physics Control (management)

Metrics

6
Cited By
0.00
FWCI (Field Weighted Citation Impact)
8
Refs
0.08
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Algorithms and Applications
Physical Sciences →  Engineering →  Control and Systems Engineering
Industrial Technology and Control Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Advanced Sensor and Control Systems
Physical Sciences →  Engineering →  Control and Systems Engineering

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