DocumentCode :
2080096
Title :
Needle deflection estimation using fusion of electromagnetic trackers
Author :
Sadjadi, Hossein ; Hashtrudi-Zaad, Keyvan ; Fichtinger, Gabor
Author_Institution :
Dept. of Electr. & Comput. Eng., Queen´s Univ., Kingston, ON, Canada
fYear :
2012
fDate :
Aug. 28 2012-Sept. 1 2012
Firstpage :
952
Lastpage :
955
Abstract :
We present a needle deflection estimation method to compensate for needle bending during insertion into deformable tissue. We combine a kinematic needle deflection estimation model, electromagnetic (EM) trackers, and a Kalman filter (KF). We reduce the impact of error from the needle deflection estimation model by using the fusion of two EM trackers to report the approximate needle tip position in real-time. One reliable EM tracker is installed on the needle base, and estimates the needle tip position using the kinematic needle deflection model. A smaller but much less reliable EM tracker is installed on the needle tip, and estimates the needle tip position through direct noisy measurements. Using a KF, the sensory information from both EM trackers is fused to provide a reliable estimate of the needle tip position with much reduced variance in the estimation error. We then implement this method to compensate for needle deflection during simulated prostate cancer brachytherapy needle insertion. At a typical maximum insertion depth of 15 cm, needle tip mean estimation error was reduced from 2.39 mm to 0.31 mm, which demonstrates the effectiveness of our method, offering a clinically practical solution.
Keywords :
Kalman filters; bending; biological organs; biological tissues; brachytherapy; cancer; estimation theory; kinematics; medical signal processing; needles; noise measurement; Kalman filter; deformable tissue; direct noisy measurements; electromagnetic tracker fusion; insertion; kinematic needle deflection estimation model; needle bending; needle tip position; sensory information; simulated prostate cancer brachytherapy needle insertion; Brachytherapy; Estimation error; Needles; Noise; Noise measurement; Position measurement; Sensors; Biomechanical Phenomena; Brachytherapy; Electromagnetic Fields; Humans; Male; Models, Biological; Needles; Prostatic Neoplasms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
ISSN :
1557-170X
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/EMBC.2012.6346090
Filename :
6346090
Link To Document :
بازگشت