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基于雅可比矩阵的机器人胶囊内镜磁定位迭代方法

Jacobian-Based Iterative Method for Magnetic Localization in Robotic Capsule Endoscopy.

作者信息

Di Natali Christian, Beccani Marco, Simaan Nabil, Valdastri Pietro

机构信息

STORM Laboratory Department of Mechanical Engineering, Vanderbilt University, Nashville, TN 37235 USA.

ARMA Laboratory Department of Mechanical Engineering, Vanderbilt University, Nashville, TN 37235 USA.

出版信息

IEEE Trans Robot. 2016 Apr;32(2):327-338. doi: 10.1109/TRO.2016.2522433. Epub 2016 Mar 10.

Abstract

The purpose of this study is to validate a Jacobian-based iterative method for real-time localization of magnetically controlled endoscopic capsules. The proposed approach applies finite-element solutions to the magnetic field problem and least-squares interpolations to obtain closed-form and fast estimates of the magnetic field. By defining a closed-form expression for the Jacobian of the magnetic field relative to changes in the capsule pose, we are able to obtain an iterative localization at a faster computational time when compared with prior works, without suffering from the inaccuracies stemming from dipole assumptions. This new algorithm can be used in conjunction with an absolute localization technique that provides initialization values at a slower refresh rate. The proposed approach was assessed via simulation and experimental trials, adopting a wireless capsule equipped with a permanent magnet, six magnetic field sensors, and an inertial measurement unit. The overall refresh rate, including sensor data acquisition and wireless communication was 7 ms, thus enabling closed-loop control strategies for magnetic manipulation running faster than 100 Hz. The average localization error, expressed in cylindrical coordinates was below 7 mm in both the radial and axial components and 5 in the azimuthal component. The average error for the capsule orientation angles, obtained by fusing gyroscope and inclinometer measurements, was below 5°.

摘要

本研究的目的是验证一种基于雅可比矩阵的迭代方法,用于磁控内镜胶囊的实时定位。所提出的方法将有限元解应用于磁场问题,并采用最小二乘插值法来获得磁场的闭式快速估计。通过定义磁场相对于胶囊姿态变化的雅可比矩阵的闭式表达式,与先前的工作相比,我们能够在更快的计算时间内获得迭代定位,而不会受到偶极假设带来的不准确性的影响。这种新算法可以与一种绝对定位技术结合使用,该技术以较低的刷新率提供初始化值。通过采用配备永磁体、六个磁场传感器和一个惯性测量单元的无线胶囊,对所提出的方法进行了仿真和实验测试。包括传感器数据采集和无线通信在内的整体刷新率为7毫秒,从而能够实现运行速度超过100赫兹的磁操纵闭环控制策略。以柱面坐标表示的平均定位误差,径向和轴向分量均低于7毫米,方位角分量低于5毫米。通过融合陀螺仪和倾角计测量得到的胶囊定向角平均误差低于5°。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/87fe/4826733/52745fa16687/nihms767736f1.jpg

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