• DocumentCode
    3526407
  • Title

    Characterization of friction and speed effects and methods for detection of cochlear implant electrode tip fold-over

  • Author

    Pile, Jeremy ; Simaan, Nabil

  • Author_Institution
    Dept. of Mech. Eng., Vanderbilt Univ., Nashville, TN, USA
  • fYear
    2013
  • fDate
    6-10 May 2013
  • Firstpage
    4409
  • Lastpage
    4414
  • Abstract
    Perimodiolar electrode arrays for cochlear implant surgery present surgeons with challenges during their insertion into the cochlea. These challenges stem from the inherent flexibility of these arrays and the fragile intracochlear anatomy and has opened opportunities for high precision robotic systems. This paper investigates effects of insertion speed on insertion forces using perimodiolar electrode arrays in human temporal bones and complements previously published results on insertion force and speed relationships when using straight outer-wall electrode arrays. The paper presents a custom-made parallel robot equipped with a high resolution force/moment sensor as an insertion platform. Experimental results using 42 insertions in 8 temporal bones are analyzed and grouped by insertion speed. Our results show a reduction in insertion forces up to insertion speeds of 1 mm/s. The second aspect of this paper is the investigation of the feasibility of using insertion force and speed data to sense conditions predicting the onset of electrode tip fold over, a complication resulting in poor placement of electrode contacts. It is shown that tip folding can be detected by features taken from insertion force data when employing a support vector machine classifier. The capability to detect such errors in a procedure is a critical component to the development of a practical surgical tool.
  • Keywords
    biomedical electrodes; cochlear implants; ear; force sensors; medical robotics; signal classification; support vector machines; surgery; cochlear implant electrode tip fold-over detection; cochlear implant surgery; custom-made parallel robot; electrode contacts; fragile intracochlear anatomy; friction effect characterization; high precision robotic systems; high resolution force sensor; human temporal bone; insertion force data; insertion platform; insertion speed; moment sensor; perimodiolar electrode array; speed effect characterization; straight outer-wall electrode array; support vector machine classifier; surgeon; surgical tool; temporal bones; Torque;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robotics and Automation (ICRA), 2013 IEEE International Conference on
  • Conference_Location
    Karlsruhe
  • ISSN
    1050-4729
  • Print_ISBN
    978-1-4673-5641-1
  • Type

    conf

  • DOI
    10.1109/ICRA.2013.6631202
  • Filename
    6631202