Chair for Medical Telematics and Medical Technology, Institute of Medical Technology, Otto-von Guericke Universität Magdeburg, Universitätsplatz 2, 39016, Magdeburg, Germany.
Research Group of Computer-Assisted Surgery, Institute of Simulation and Graphics, Otto-von-Guericke Universität Magdeburg, Universitätsplatz 2, 39016, Magdeburg, Germany.
Int J Comput Assist Radiol Surg. 2017 Dec;12(12):2217-2229. doi: 10.1007/s11548-017-1662-x. Epub 2017 Aug 29.
To assess the accuracy of medical electromagnetic tracking systems, reference positioning systems are generally required. Errors are unavoidable in such systems, and despite how tiny they may be, prevent the ground truth from being known. In this work, a simulator was developed and used to analyze the theoretical system performances in electromagnetic tracking.
To simulate the entire tracking process, the magnetic dipole model, Faraday's law, and a mathematical optimization algorithm are applied. With the simulator, we optimized the spatial placement of the transmitter coils, analyzed the tracking accuracy by applying stochastic and optimized coil placement. Additionally, the performance of the calibration of transmitter coils' measurement error and Kalman filtering was tested.
The results show that, after optimizing the spatial arrangement of the transmitter coils, the tracking accuracy is significantly improved to a much higher level compared with applying statistical arrangement. The measurement errors of the transmitter coils' positions and orientations can be totally rectified by the developed calibration algorithm when no noises are introduced. The Kalman filter reduces the sensor jitter errors caused by noise, which potentially allows the EM tracking system to reach a larger volume of interest.
We proposed a simulator for advanced analysis in electromagnetic tracking without hardware requirements. Grounded on this, we performed an optimization of the spatial arrangement of the transmitter coils to improve the tracking accuracy further. The performances of the calibration algorithm and Kalman filtering were also evaluated. The developed simulator can also be applied for other analysis in electromagnetic tracking.
为了评估医学电磁跟踪系统的准确性,通常需要参考定位系统。这些系统中难免会存在误差,尽管它们可能很小,但却无法得知真实情况。在这项工作中,开发了一个模拟器,用于分析电磁跟踪中的系统性能。
为了模拟整个跟踪过程,应用了磁偶极子模型、法拉第定律和数学优化算法。通过模拟器,我们优化了发射器线圈的空间布置,并通过随机和优化的线圈布置分析了跟踪精度。此外,还测试了发射器线圈测量误差和卡尔曼滤波的校准性能。
结果表明,在优化了发射器线圈的空间布置后,与应用统计布置相比,跟踪精度显著提高到了更高的水平。当不引入噪声时,所开发的校准算法可以完全纠正发射器线圈位置和方向的测量误差。卡尔曼滤波器可以减少由噪声引起的传感器抖动误差,这使得电磁跟踪系统有可能达到更大的感兴趣区域。
我们提出了一种无需硬件要求的电磁跟踪高级分析模拟器。在此基础上,我们对发射器线圈的空间布置进行了优化,以进一步提高跟踪精度。还评估了校准算法和卡尔曼滤波的性能。所开发的模拟器还可以应用于其他电磁跟踪分析。