系统工程与电子技术(英文版)2024,Vol.35Issue(3) :769-779.DOI:10.23919/JSEE.2024.000050

Kinematic calibration under the expectation maximization framework for exoskeletal inertial motion capture system

QIN Weiwei GUO Wenxin HU Chen LIU Gang SONG Tainian
系统工程与电子技术(英文版)2024,Vol.35Issue(3) :769-779.DOI:10.23919/JSEE.2024.000050

Kinematic calibration under the expectation maximization framework for exoskeletal inertial motion capture system

QIN Weiwei 1GUO Wenxin 1HU Chen 1LIU Gang 1SONG Tainian1
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作者信息

  • 1. School of Nuclear Engineering,Rocket Force University of Engineering,Xi'an 710025,China
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Abstract

This study presents a kinematic calibration method for exoskeletal inertial motion capture(EI-MoCap)system with considering the random colored noise such as gyroscopic drift.In this method,the geometric parameters are calibrated by the traditional calibration method at first.Then,in order to calibrate the parameters affected by the random colored noise,the expectation maximization(EM)algorithm is introduced.Through the use of geometric parameters calibrated by the traditional ca-libration method,the iterations under the EM framework are decreased and the efficiency of the proposed method on embedded system is improved.The performance of the pro-posed kinematic calibration method is compared to the tradi-tional calibration method.Furthermore,the feasibility of the pro-posed method is verified on the EI-MoCap system.The simula-tion and experiment demonstrate that the motion capture preci-sion is significantly improved by 16.79%and 7.16%respectively in comparison to the traditional calibration method.

Key words

human motion capture/kinematic calibration/exoskeleton/gyroscopic drift/expectation maximization(EM)

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基金项目

国家自然科学基金(61503392)

出版年

2024
系统工程与电子技术(英文版)
中国航天科工防御技术研究院 中国宇航学会 中国系统工程学会 中国系统仿真学会

系统工程与电子技术(英文版)

CSTPCD
影响因子:0.64
ISSN:1004-4132
参考文献量28
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