Title :
Ultrasonic thickness evaluation of seminiferous tubule by fuzzy inference
Author :
Takashima, Yuya ; Ishikawa, Tomomoto ; Kuramoto, Kei ; Kobashi, Syoji ; Hata, Yutaka
Author_Institution :
Grad. Sch. of Eng., Univ. of Hyogo, Kamigori, Japan
Abstract :
This paper describes a seminiferous tubules evaluation using an ultrasonic probe. In this system, we evaluate a diameter of seminiferous tubules for azoospermia patients. We employ a 5.0MHz ultrasonic single probe. In the experiment, we employ large and small nylon lines as the healthy and unhealthy seminiferous tubules. We made ball shape phantom from small and large lines in total 24. We acquire the waveforms by the ultrasonic probe and calculate amplitude values from the data that band pass filters applied. We then calculate cumulative relative frequency of amplitude values. Fuzzy if-then rules are made for the cumulative relative frequency of large and small lines. We evaluate a rate of large lines among all lines by using the fuzzy MIN-MAX center-of-gravity method. In the result, the mean absolute error was 5.98%. The correlation coefficient was 0.98. The proposed method thus successfully evaluated the rate of the large lines.
Keywords :
band-pass filters; biomedical ultrasonics; fuzzy logic; fuzzy reasoning; medical signal processing; minimax techniques; patient treatment; amplitude value; azoospermia patient; ball shape phantom; band pass filter; cumulative relative frequency; diameter evaluation; frequency 5.0 MHz; fuzzy if-then rule; fuzzy inference; fuzzy min-max center-of-gravity method; mean absolute error; nylon lines; seminiferous tubules evaluation; ultrasonic probe; ultrasonic single probe; ultrasonic thickness evaluation; Acoustics; Arrays; Band pass filters; Correlation; Phantoms; Probes; Radio frequency; azoospermia; fuzzy logic; medical system; seminiferous tubule; ultrasonic;
Conference_Titel :
Fuzzy Systems (FUZZ-IEEE), 2012 IEEE International Conference on
Conference_Location :
Brisbane, QLD
Print_ISBN :
978-1-4673-1507-4
Electronic_ISBN :
1098-7584
DOI :
10.1109/FUZZ-IEEE.2012.6251348