Optimization of Sensor Positions in Magnetic Tracking

In recent years, magnetic tracking has been applied in many biomedical settings due to the transparency of the human body to low-frequency magnetic fields. One way to improve system performance and/or reduce system cost is to optimize the sensor positions of the tracking system. In this work, the sensor positions of a magnetic tracking system are optimized by exploiting an analytical model where the transmitting and sensing coils of the system are approximated by magnetic dipoles. In order to compare different sensor array layouts, two performance measures based on the Fisher information matrix are discussed and compared for the optimization of the sensor positions of a circular sensor array. Furthermore, the sensor positioning problem is formulated as an optimization problem which is cast as a sensor selection problem. The sensor selection problem is solved for a planar sensor array by the application of a convex relaxation. Several transmitter positions are considered and general results are established for the dependence of the optimal sensor positions on the transmitter’s position and orientation.

[1]  F. Pukelsheim Optimal Design of Experiments , 1993 .

[2]  S. Ando,et al.  A Closed-Form Formula for Magnetic Dipole Localization by Measurement of Its Magnetic Field and Spatial Gradients , 2006, IEEE Transactions on Magnetics.

[3]  F. Raab,et al.  Magnetic Position and Orientation Tracking System , 1979, IEEE Transactions on Aerospace and Electronic Systems.

[4]  B. Yellen,et al.  Magnetic Tracking System: Monitoring Heart Valve Prostheses , 2007, IEEE Transactions on Magnetics.

[5]  Anthony C. Atkinson,et al.  Optimum Experimental Designs, with SAS , 2007 .

[6]  Hong Zhang Two-dimensional optimal sensor placement , 1995, IEEE Trans. Syst. Man Cybern..

[7]  Eugene Paperno,et al.  Magnetic Eye Tracking: A New Approach Employing a Planar Transmitter , 2010, IEEE Transactions on Biomedical Engineering.

[8]  E. Paperno,et al.  Three-dimensional magnetic tracking of biaxial sensors , 2004, IEEE Transactions on Magnetics.

[9]  D D Stancil,et al.  Experimental Demonstration of Complex Image Theory and Application to Position Measurement , 2011, IEEE Antennas and Wireless Propagation Letters.

[10]  J.T. Sherman,et al.  Characterization of a Novel Magnetic Tracking System , 2007, IEEE transactions on magnetics.

[11]  Francesco Bullo,et al.  Optimal sensor placement and motion coordination for target tracking , 2006, Autom..

[12]  Holger Timinger,et al.  Modality-integrated magnetic catheter tracking for x-ray vascular interventions. , 2005, Physics in medicine and biology.

[13]  Stephen P. Boyd,et al.  Convex Optimization , 2004, Algorithms and Theory of Computation Handbook.

[15]  Shuang Song,et al.  A Six-Dimensional Magnetic Localization Algorithm for a Rectangular Magnet Objective Based on a Particle Swarm Optimizer , 2009, IEEE Transactions on Magnetics.

[16]  S. Nordebo,et al.  On the Design of Optimal Measurements for Antenna Near-Field Imaging Problems , 2006 .

[17]  Petrus H. Veltink,et al.  A portable magnetic position and orientation tracker , 2007 .

[18]  Max Q.-H. Meng,et al.  A new calibration method for magnetic sensor array for tracking capsule endoscope , 2009, 2009 IEEE International Conference on Robotics and Biomimetics (ROBIO).

[19]  Zuxiang Fang,et al.  A novel non-model-based 6-DOF electromagnetic tracking method using non-iterative algorithm , 2009, 2009 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[20]  Yongtian Wang,et al.  DPSD algorithm for AC magnetic tracking system , 2004, 2004 IEEE Symposium on Virtual Environments, Human-Computer Interfaces and Measurement Systems, 2004. (VCIMS)..

[21]  Eric Walter,et al.  Identification of Parametric Models: from Experimental Data , 1997 .

[22]  Paperno,et al.  3D magnetic tracking of a single subminiature coil with a large 2D-array of uniaxial transmitters , 2003, Digest of INTERMAG 2003. International Magnetics Conference (Cat. No.03CH37401).

[23]  Stephen P. Boyd,et al.  Sensor Selection via Convex Optimization , 2009, IEEE Transactions on Signal Processing.

[24]  J. S. Abel Optimal sensor placement for passive source localization , 1990, International Conference on Acoustics, Speech, and Signal Processing.

[25]  J. T. Weaver Image Theory for an Arbitrary Quasi‐Static Field in the Presence of a Conducting Half Space , 1971 .

[26]  F. Pukelsheim Optimal Design of Experiments (Classics in Applied Mathematics) (Classics in Applied Mathematics, 50) , 2006 .

[27]  D. Ucinski Optimal measurement methods for distributed parameter system identification , 2004 .

[28]  Y. Horen,et al.  A New Calibration Procedure for Magnetic Tracking Systems , 2008, IEEE Transactions on Magnetics.

[29]  P.-A. Besse,et al.  Tracking system with five degrees of freedom using a 2D-array of Hall sensors and a permanent magnet , 2001 .

[30]  Anthony C. Atkinson,et al.  Optimum Experimental Designs , 1992 .

[31]  Stephen P. Boyd,et al.  Graph Implementations for Nonsmooth Convex Programs , 2008, Recent Advances in Learning and Control.

[32]  Phil D. Green,et al.  Isolated word recognition of silent speech using magnetic implants and sensors. , 2010, Medical engineering & physics.

[33]  Eugene Paperno,et al.  Cylindrical induction coil to accurately imitate the ideal magnetic dipole , 2004 .

[34]  J. McGary,et al.  Real-Time Tumor Tracking for Four-Dimensional Computed Tomography Using SQUID Magnetometers , 2009, IEEE Transactions on Magnetics.

[35]  Eugene Paperno,et al.  Magnetic Tracking with a Flat Transmitter , 2010 .

[36]  M. Baszyński,et al.  Electromagnetic navigation in medicine – basic issues, advantages and shortcomings, prospects of improvement , 2010 .