Iterative Inverse Kinematics based on Screw Rotors and the Extended Kalman Filter

被引:1
|
作者
Macias-Garcia, Edgar [1 ]
Zamora-Esquivel, Julio [1 ]
Chel-Puc, Niger [2 ]
Bayro-Corrochano, Eduardo [2 ]
机构
[1] Intel Labs, Intelligent Syst Res, Zapopan, Jalisco, Mexico
[2] CINVESTAV IPN, Elect Engn & Comp Sci, Zapopan, Jalisco, Mexico
来源
2022 ASIA CONFERENCE ON ADVANCED ROBOTICS, AUTOMATION, AND CONTROL ENGINEERING (ARACE 2022) | 2022年
关键词
Robotics; Extended Kalman Filter; Kinematics; Manipulators; ALGEBRA;
D O I
10.1109/ARACE56528.2022.00023
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a novel iterative algorithm for the solution of the inverse position kinematics for n-degrees-of-freedom kinematic chains with revolute joints using the Extended Kalman Filter. The algorithm implements an analytic gradient calculated using Screw Rotors in the Conformal Geometric Algebra framework, which is then employed as an update rule using the Extended Kalman Filter. Experimental results were carried out in simulation using the PUMA robot model, showing the proposed method's effectiveness in generating joint references to displace the end-effector to a desired position while improving the existing convergence time.
引用
收藏
页码:81 / 86
页数:6
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