Feasibility of Tracking Multiple Implanted Magnets With a Myokinetic Control Interface: Simulation and Experimental Evidence Based on the Point Dipole Model

Objective: The quest for an intuitive and physiologically appropriate human-machine interface for the control of dexterous prostheses is far from being completed. To control a hand prosthesis, a possible approach could consist in using information related to the displacement of forearm muscles of an amputee during contraction. We recently proposed that muscle displacement could be monitored by implanting passive magnetic markers (MMs– i.e., permanent magnets) in them. We dubbed this the myokinetic interface. However, besides the system feasibility, how much its accuracy, precision and computation time are affected by the number and distribution of both the MMs and the sensors used to record the MF was not quantified. Methods: Here we investigated, through simulations validated with a physical system, the performance of a system capable to track position and orientation of up to 9 MMs using information from up to 112 sensors in a volume resembling the dimensions of the human forearm. Results: The system was able to track up to 7 MMs in 450 ms, demonstrating position/orientation accuracies in the range of 1 mm/5°. The comparison with the experimental recordings demonstrated a median difference with the simulations in the order of 0.45 mm. Conclusion: We were able to formulate general guidelines for the implementation of magnetic tracking systems. Significance: Our results pave the way towards the development of new human-machine interfaces for the control of artificial limbs, but they are also interesting for the whole range of biomedical engineering applications exploiting magnetic tracking.

[1]  K. Cleary,et al.  Image-guided interventions : technology and applications , 2008 .

[2]  Gastone Ciuti,et al.  A discrete-time localization method for capsule endoscopy based on on-board magnetic sensing , 2011 .

[3]  Wolfgang Birkfellner,et al.  Electromagnetic Tracking in Medicine—A Review of Technology, Validation, and Applications , 2014, IEEE Transactions on Medical Imaging.

[4]  Mao Li,et al.  A New Tracking System for Three Magnetic Objectives , 2010, IEEE Transactions on Magnetics.

[5]  K. Fong,et al.  Electromagnetic navigation bronchoscopy: A descriptive analysis. , 2012, Journal of thoracic disease.

[6]  David Hankin,et al.  First-in-man demonstration of a fully implanted myoelectric sensors system to control an advanced electromechanical prosthetic hand , 2015, Journal of Neuroscience Methods.

[7]  B Hudgins,et al.  Myoelectric signal processing for control of powered limb prostheses. , 2006, Journal of electromyography and kinesiology : official journal of the International Society of Electrophysiological Kinesiology.

[8]  Masahiro Yamaguchi,et al.  A new tracking system of jaw movement using two magnets , 2002 .

[9]  F. Spelman,et al.  Localization of a magnetic marker for GI motility studies: an in vitro feasibility study , 1997, Proceedings of the 19th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. 'Magnificent Milestones and Emerging Opportunities in Medical Engineering' (Cat. No.97CH36136).

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

[11]  H. Kikuchi,et al.  Motion capture system of magnetic markers using three-axial magnetic field sensor , 2000 .

[12]  Oskar Talcoth,et al.  Optimization of Sensor Positions in Magnetic Tracking , 2011 .

[13]  Thomas Schmitz-Rode,et al.  Free-hand CT-based electromagnetically guided interventions: Accuracy, efficiency and dose usage , 2011, Minimally invasive therapy & allied technologies : MITAT : official journal of the Society for Minimally Invasive Therapy.

[14]  Elliott J. Rouse,et al.  Development of a Model Osseo-Magnetic Link for Intuitive Rotational Control of Upper-Limb Prostheses , 2011, IEEE Transactions on Neural Systems and Rehabilitation Engineering.

[15]  Thomas M Greiner,et al.  Hand Anthropometry of U.S. Army Personnel , 1991 .

[16]  Philip R. Troyk,et al.  Implantable Myoelectric Sensors (IMESs) for Intramuscular Electromyogram Recording , 2009, IEEE Transactions on Biomedical Engineering.

[17]  Syed G. Shah,et al.  Magnetic imaging of colonoscopy: an audit of looping, accuracy and ancillary maneuvers. , 2000, Gastrointestinal endoscopy.

[18]  J. Krücker,et al.  Electromagnetic tracking for thermal ablation and biopsy guidance: clinical evaluation of spatial accuracy. , 2007, Journal of vascular and interventional radiology : JVIR.

[19]  Kristin L. Wood,et al.  Design Optimization of a Magnetic Field-Based Localization Device for Enhanced Ventriculostomy , 2016 .

[20]  Chao Hu,et al.  Sensor Arrangement Optimization of Magnetic Localization and Orientation system , 2007, 2007 IEEE International Conference on Integration Technology.

[21]  Xueliang Huo,et al.  A Wireless Tongue-Computer Interface Using Stereo Differential Magnetic Field Measurement , 2007, 2007 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[22]  M. Meng,et al.  A Localization Method Using 3-axis Magnetoresistive Sensors for Tracking of Capsule Endoscope , 2006, 2006 International Conference of the IEEE Engineering in Medicine and Biology Society.

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

[24]  M.Q.-H. Meng,et al.  Efficient Linear Algorithm for Magnetic Localization and Orientation in Capsule Endoscopy , 2005, 2005 IEEE Engineering in Medicine and Biology 27th Annual Conference.

[25]  D. Marquardt An Algorithm for Least-Squares Estimation of Nonlinear Parameters , 1963 .

[26]  M E Bellemann,et al.  A novel method for real-time magnetic marker monitoring in the gastrointestinal tract , 2000, Physics in medicine and biology.

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

[28]  Eryk Dutkiewicz,et al.  Position and Orientation Accuracy Analysis for Wireless Endoscope Magnetic Field Based Localization System Design , 2010, 2010 IEEE Wireless Communication and Networking Conference.

[29]  Hannah L Payne,et al.  Magnetic eye tracking in mice , 2017, eLife.

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

[31]  Syed Mahfuzul Aziz,et al.  A Real-Time Localization System for an Endoscopic Capsule Using Magnetic Sensors , 2014, 2014 IEEE Ninth International Conference on Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP).

[32]  Philip R. Troyk,et al.  Low-power polling mode of the next-generation IMES2 Implantable wireless EMG sensor , 2014, 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[33]  F. Clemente,et al.  The myokinetic control interface: tracking implanted magnets as a means for prosthetic control , 2017, Scientific Reports.

[34]  Shuang Song,et al.  Locating Intra-Body Capsule Object by Three-Magnet Sensing System , 2016, IEEE Sensors Journal.

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

[36]  D. Robinson,et al.  A METHOD OF MEASURING EYE MOVEMENT USING A SCLERAL SEARCH COIL IN A MAGNETIC FIELD. , 1963, IEEE transactions on bio-medical engineering.

[37]  H. Collewijn,et al.  Precise recording of human eye movements , 1975, Vision Research.

[38]  Marco Dionigi,et al.  Magnetic Field-Based Positioning Systems , 2017, IEEE Communications Surveys & Tutorials.