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融合磁传感与惯性传感的动态位置和方向跟踪

Ambulatory position and orientation tracking fusing magnetic and inertial sensing.

作者信息

Roetenberg Daniel, Slycke Per J, Veltink Peter H

机构信息

Biomedical Technology Institute, University of Twente, Enschede 7500 AE, The Netherlands.

出版信息

IEEE Trans Biomed Eng. 2007 May;54(5):883-90. doi: 10.1109/TBME.2006.889184.

Abstract

This paper presents the design and testing of a portable magnetic system combined with miniature inertial sensors for ambulatory 6 degrees of freedom (DOF) human motion tracking. The magnetic system consists of three orthogonal coils, the source, fixed to the body and 3-D magnetic sensors, fixed to remote body segments, which measure the fields generated by the source. Based on the measured signals, a processor calculates the relative positions and orientations between source and sensor. Magnetic actuation requires a substantial amount of energy which limits the update rate with a set of batteries. Moreover, the magnetic field can easily be disturbed by ferromagnetic materials or other sources. Inertial sensors can be sampled at high rates, require only little energy and do not suffer from magnetic interferences. However, accelerometers and gyroscopes can only measure changes in position and orientation and suffer from integration drift. By combing measurements from both systems in a complementary Kalman filter structure, an optimal solution for position and orientation estimates is obtained. The magnetic system provides 6 DOF measurements at a relatively low update rate while the inertial sensors track the changes position and orientation in between the magnetic updates. The implemented system is tested against a lab-bound camera tracking system for several functional body movements. The accuracy was about 5 mm for position and 3 degrees for orientation measurements. Errors were higher during movements with high velocities due to relative movement between source and sensor within one cycle of magnetic actuation.

摘要

本文介绍了一种结合微型惯性传感器的便携式磁系统的设计与测试,用于动态六自由度(DOF)人体运动跟踪。磁系统由三个正交线圈组成,即源线圈,固定在身体上,以及三维磁传感器,固定在身体的远端部分,用于测量源线圈产生的磁场。基于测量信号,处理器计算源线圈和传感器之间的相对位置和方向。磁驱动需要大量能量,这限制了一组电池的更新速率。此外,磁场很容易受到铁磁材料或其他源的干扰。惯性传感器可以高速采样,只需要很少的能量,并且不受磁干扰。然而,加速度计和陀螺仪只能测量位置和方向的变化,并存在积分漂移问题。通过在互补卡尔曼滤波器结构中结合两个系统的测量结果,可以获得位置和方向估计的最优解。磁系统以相对较低的更新速率提供六自由度测量,而惯性传感器则在磁更新之间跟踪位置和方向的变化。针对几种功能性身体运动,将所实现的系统与实验室摄像机跟踪系统进行了测试。位置测量精度约为5毫米,方向测量精度约为3度。由于在磁驱动的一个周期内源线圈和传感器之间的相对运动,在高速运动期间误差较高。

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