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
Link To Document