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A novel functional calibration method for real-time elbow joint angles estimation with magnetic-inertial sensors

机译:一种具有磁性惯性传感器的实时弯头角度估计的新型功能校准方法

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摘要

Magnetic-inertial measurement units (MIMUs) are often used to measure the joint angles between two body segments. To obtain anatomically meaningful joint angles, each MIMU must be computationally aligned (i.e., calibrated) with the anatomical rotation axes. In this paper, a novel four-step functional calibration method is presented for the elbow joint, which relies on a two-degrees-of-freedom elbow model. In each step, subjects are asked to perform a simple task involving either one-dimensional motions around some anatomical axes or a static posture. The proposed method was implemented on a fully portable wearable system, which, after calibration, was capable of estimating the elbow joint angles in real time. Fifteen subjects participated in a multi-session experiment that was designed to assess accuracy, repeatability and robustness of the proposed method. When compared against an optical motion capture system (OMCS), the proposed wearable system showed an accuracy of about 4 along each degree of freedom. The proposed calibration method was tested against different MIMU mountings, multiple repetitions and non-strict observance of the calibration protocol and proved to be robust against these factors. Compared to previous works, the proposed method does not require the wearer to maintain specific arm postures while performing the calibration motions, and therefore it is more robust and better suited for real-world applications. (C) 2017 Elsevier Ltd. All rights reserved.
机译:磁性惯性测量单元(MIMU)通常用于测量两个身体段之间的关节角度。为了获得解剖学上有意义的关节角度,必须使用解剖旋转轴来计算地对准(即校准)的每个MIMU。本文提出了一种新的四步函数校准方法,用于肘关节,其依赖于两种自由度弯头模型。在每个步骤中,受试者被要求执行涉及一些解剖轴周围的一维运动的简单任务或静态姿势。所提出的方法在完全便携的可穿戴系统上实现,校准后,能够实时估计肘关节角。十五个科目参与了多次会议实验,旨在评估所提出的方法的准确性,可重复性和鲁棒性。与光学运动捕获系统(OMC)进行比较时,所提出的可穿戴系统沿着每种自由度显示约4的精度。建议的校准方法针对不同的MIMU安装测试,多重重复和非严格遵守校准方案,并证明对这些因素具有稳健性。与以前的作品相比,所提出的方法不需要穿着者在执行校准运动时保持特定的臂姿势,因此它更加坚固,更适合真实的应用。 (c)2017 Elsevier Ltd.保留所有权利。

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