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Evaluation of hand-eye and robot-world calibration algorithms for TMS application

机译:针对TMS应用的手眼和机器人世界校准算法的评估

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摘要

In this paper we compare three approaches to solve the hand-eye and robot-world calibration problem, for their application to a Transcranial Magnetic Stimulation (TMS) system. The selected approaches are: i) non-orthogonal approach (QR24); ii) stochastic global optimization (SGO); iii) quaternion-based (QUAT) method. Performance were evaluated in term of translation and rotation errors, and computational time. The experimental setup is composed of a 7 dof Panda robot (by Franka Emika GmbH) and a Polaris Vicra camera (by Northern Digital Inc) combined with the SofTaxic Optic software (by E.M.S. srl). The SGO method resulted to have the best performance, since it provides lowest errors and high stability over different datasets and number of calibration points. The only drawback is its computational time, which is higher than the other two, but this parameter is not relevant for TMS application. Over the different dataset used in our tests, the small workspace (sphere with radius of 0.05m) and a number of calibration points around 150 allow to achieve the best performance with the SGO method, with an average error of 0.83 ± 0.35mm for position and 0.22 ± 0.12deg for orientation.
机译:在本文中,我们比较了解决手眼和机器人世界校准问题的三种方法,并将它们应用于经颅磁刺激(TMS)系统。选择的方法是:i)非正交方法(QR24); ii)随机全局优化(SGO); iii)基于四元数(QUAT)的方法。根据平移和旋转误差以及计算时间来评估性能。实验装置由一台7自由度的Panda机器人(由Franka Emika GmbH制造)和Polaris Vicra相机(由Northern Digital Inc.制造)与SofTaxic Optic软件(由E.M.S. srl制造)结合而成。 SGO方法具有最佳的性能,因为它在不同的数据集和校准点数量上提供了最低的误差和很高的稳定性。唯一的缺点是其计算时间长于其他两个,但是此参数与TMS应用程序无关。在我们的测试中使用的不同数据集上,较小的工作空间(半径为0.05m的球体)和大约150个校准点允许使用SGO方法获得最佳性能,位置的平均误差为0.83±0.35mm和0.22±0.12deg定向。

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