Multi-Magnet Tracking Method using Extended Kalman Filter*

Han Ge, Shuang Song, Jiaole Wang, M. Q. Meng
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引用次数: 4

Abstract

Permanent magnet-based localization can provide a wireless and low-cost solution for tracking surgical instruments in Minimally Invasive Surgery (MIS). To meet the requirement of simultaneously tracking of multiple surgical instruments in clinical application scenarios, we propose a probabilistic filtering approach to realize multi-magnet positioning. The tracking system includes a magnetic sensor array and magnetic targets. Random walk model has been used to formulate the system equation, and the measurement equation is established with the magnetic dipole model. Based on the Extended Kalman Filter (EKF) algorithm, the nonlinear problem can be solved by estimating the positions and orientations of multiple magnets. The feasibility of the proposed method is verified by both static and dynamic experiments. The results show that the filtering-based multi-target magnetic tracking algorithm enables low-latency tracking with reasonable accuracy.
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基于扩展卡尔曼滤波的多磁体跟踪方法*
基于永磁体的定位可以为微创手术(MIS)中手术器械的跟踪提供一种无线和低成本的解决方案。为了满足临床应用场景中多台手术器械同时跟踪的需求,我们提出了一种概率滤波方法来实现多磁体定位。跟踪系统包括磁传感器阵列和磁目标。系统方程采用随机游走模型,测量方程采用磁偶极子模型建立。基于扩展卡尔曼滤波(EKF)算法,可以通过估计多个磁体的位置和方向来解决非线性问题。通过静态和动态实验验证了该方法的可行性。结果表明,基于滤波的多目标磁跟踪算法能够实现低延迟的跟踪,并具有合理的精度。
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