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
相关论文
共 50 条
  • [41] Joint kinematics estimation using a multi-body kinematics optimisation and an extended Kalman filter, and embedding a soft tissue artefact model
    Bonnet, Vincent
    Richard, Vincent
    Camomilla, Valentina
    Venture, Gentiane
    Cappozzo, Aurelio
    Dumas, Raphael
    JOURNAL OF BIOMECHANICS, 2017, 62 : 148 - 155
  • [42] State of charge estimation of lithium-ion battery based on extended Kalman filter and unscented Kalman filter techniques
    Priya, Rajbala Purnima
    Sanjay, R.
    Sakile, Rajakumar
    ENERGY STORAGE, 2023, 5 (03)
  • [43] Bayesian Filtering Techniques: Kalman and Extended Kalman Filter Basics
    Mochnac, Jan
    Marchevsky, Stanislav
    Kocan, Pavol
    PROCEEDINGS OF 19TH INTERNATIONAL CONFERENCE RADIOELEKTRONIKA 2009, 2009, : 119 - 122
  • [44] Real-Time Identification of Wrist Kinematics via Sparsity-Promoting Extended Kalman Filter Based on Ellipsoidal Joint Formulation
    Wang, Jiamin
    Barry, Oumar R.
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2022, 69 (02) : 1003 - 1015
  • [45] Kernel Entropy Based Extended Kalman Filter for GPS Navigation Processing
    Jwo, Dah-Jing
    Lee, Jui-Tao
    CMC-COMPUTERS MATERIALS & CONTINUA, 2021, 68 (01): : 857 - 876
  • [46] Extended Kalman Filter based Incident Wave Estimation in Point Absorber
    Kim, Jaeseung
    Park, Jin Bae
    2014 PROCEEDINGS OF THE SICE ANNUAL CONFERENCE (SICE), 2014, : 1354 - 1359
  • [47] Sensor fusion based on Extended and Unscented Kalman Filter for bioprocess monitoring
    Tuveri, Andrea
    Perez-Garcia, Fernando
    Lira-Parada, Pedro A.
    Imsland, Lars
    Bar, Nadav
    JOURNAL OF PROCESS CONTROL, 2021, 106 : 195 - 207
  • [48] Structural Damage Identification Based on Extended Kalman Filter and Response Reconstruction
    Liu, Mandong
    Peng, Zhenrui
    Dong, Qi
    IRANIAN JOURNAL OF SCIENCE AND TECHNOLOGY-TRANSACTIONS OF CIVIL ENGINEERING, 2023, 47 (05) : 2673 - 2687
  • [49] A Method of Multi-USV Hunting Based on Extended Kalman Filter
    Lin, Xiaogong
    Guo, Fei
    PROCEEDINGS OF THE 39TH CHINESE CONTROL CONFERENCE, 2020, : 100 - 105
  • [50] A new method to predict muzzle velocity based on extended kalman filter
    Li Rui
    Chen Jian
    Zhao Zhi
    Proceedings of the First International Symposium on Test Automation & Instrumentation, Vols 1 - 3, 2006, : 1917 - 1920