DocumentCode :
2102012
Title :
Detrending knee joint vibration signals with a cascade moving average filter
Author :
Suxian Cai ; Yunfeng Wu ; Ning Xiang ; Zhangting Zhong ; Jia He ; Lei Shi ; Fang Xu
Author_Institution :
Dept. of Commun. Eng., Xiamen Univ., Xiamen, China
fYear :
2012
fDate :
Aug. 28 2012-Sept. 1 2012
Firstpage :
4357
Lastpage :
4360
Abstract :
Knee joint vibration signals are very useful for computer-aided analysis of the pathological conditions in the knee. In a vibration arthrometry test, the legs of patients with knee joint disorders may tremble due to the reaction of pain, which causes the baseline wander that may affect the diagnostic decision making in medical study. This paper presents a new type of cascade moving average filter with hierarchical layers to remove the baseline wander in the raw knee joint vibration signals. The first layer of the cascade filter contains two moving averaging operators with the same order. The five tail inputs of the first moving averaging operator are overlapping with the beginning inputs of the successive operator. The piecewise linear trends estimated by the moving average operators in the first layer were smoothed in the final cascade filter output. The simulation results showed that the cascade filter can effectively remove the baseline wander in the raw knee joint vibration signals.
Keywords :
biomechanics; biomedical measurement; decision making; estimation theory; filtering theory; medical disorders; medical signal processing; moving average processes; piecewise linear techniques; vibrations; baseline wander; cascade moving average filter; computer-aided analysis; diagnostic decision making; hierarchical layers; knee joint vibration signal detrending; pain reaction; pathological conditions; patient legs; piecewise linear trend estimation; raw knee joint vibration signals; vibration arthrometry testing; Bones; Educational institutions; Joints; Knee; Osteoarthritis; Vibrations; X-ray imaging; Adult; Diagnosis, Computer-Assisted; Female; Humans; Joint Diseases; Knee Joint; Male; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted; Vibration;
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.2012.6346931
Filename :
6346931
Link To Document :
بازگشت