Manipulator Tracking Technology Based on FSRUKF

IF 1.9 3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Journal of Systems Engineering and Electronics Pub Date : 2024-01-29 DOI:10.23919/jsee.2024.000009
Guoqing Shi, Boyan Zhang, Jiandong Zhang, Qiming Yang, Xiaofeng Huang, Jianyao Que, Junwei Pu, Xiutang Geng
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Abstract

Aiming at the shortcoming that the traditional industrial manipulator using off-line programming cannot change along with the change of external environment, the key technologies such as machine vision and manipulator control are studied, and a complete manipulator vision tracking system is designed. Firstly, Denavit-Hartenberg (D-H) parameters method is used to construct the model of the manipulator and analyze the forward and inverse kinematics equations of the manipulator. At the same time, a binocular camera is used to obtain the three-dimensional position of the target. Secondly, in order to make the manipulator track the target more accurately, the fuzzy adaptive square root unscented Kalman filter (FSRUKF) is proposed to estimate the target state. Finally, the manipulator tracking system is built by using the position-based visual servo. The simulation experiments show that FSRUKF converges faster and with less error than the square root unscented Kalman filter (SRUKF), which meets the application requirements of the manipulator tracking system, and basically meets the application requirements of the manipulator tracking system in the practical experiments.
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基于 FSRUKF 的机械手跟踪技术
针对传统工业机械手离线编程不能随外部环境变化而变化的缺点,研究了机器视觉和机械手控制等关键技术,设计了一套完整的机械手视觉跟踪系统。首先,采用 Denavit-Hartenberg (D-H) 参数法构建机械手模型,分析机械手的正反运动学方程。同时,利用双目摄像头获取目标的三维位置。其次,为了使机械手更精确地跟踪目标,提出了模糊自适应平方根无符号卡尔曼滤波器(FSRUKF)来估计目标状态。最后,利用基于位置的视觉伺服建立了机械手跟踪系统。仿真实验表明,FSRUKF 比平方根无cented 卡尔曼滤波器(SRUKF)收敛更快,误差更小,符合机械手跟踪系统的应用要求,在实际实验中基本满足了机械手跟踪系统的应用要求。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Systems Engineering and Electronics
Journal of Systems Engineering and Electronics 工程技术-工程:电子与电气
CiteScore
4.10
自引率
14.30%
发文量
131
审稿时长
7.5 months
期刊介绍: Information not localized
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