DocumentCode :
638842
Title :
Estimation of pathological tremor by using adaptive shifting BMFLC base d on RLS algorithm
Author :
Yongsheng Gao ; Shengxin Wang ; Jie Zhao ; Hegao Cai
Author_Institution :
Dept. of Mechatron. Eng., Harbin Inst. of Technol., Harbin, China
fYear :
2013
fDate :
4-7 Aug. 2013
Firstpage :
569
Lastpage :
574
Abstract :
Pathological tremor is an involuntary, rhythmic oscillatory movement and impacts individual living activities. Tremor amplitude and frequency as significant features are important for tremor suppression by biomechanical loading. In this context, an adaptive shifting bandlimited multiple Fourier linear combiner (ASBMFLC) based on recursive least square (RLS) is proposed to estimate the modulated signals with shifting frequency band and zero-phase lag. This method includes digital filter, modified Weighted-Frequency Fourier Linear Combiner (WFLC), modulation of frequency band and Bandlimited Multiple Fourier Linear Combiner (BMFLC). In WFLC, RLS algorithm instead of least mean square (LMS) is employed to decrease the transit period and accelerate the estimation of dominant frequency. Based on the simulation signals, WFLC, BMFLC and ASBMFLC with RLS algorithm are evaluated, respectively. The results demonstrate that the proposed algorithm can adapt to unknown dominant frequency without prior information. Using the proposed algorithm, the voluntary motion/drift is also successfully separated from the tremor portion.
Keywords :
bandlimited signals; biomechanics; digital filters; least squares approximations; medical signal processing; recursive estimation; RLS algorithm; adaptive shifting BMFLC; adaptive shifting bandlimited multiple fourier linear combiner; biomechanical loading; digital filter; frequency band modulation; involuntary movement; pathological tremor estimation; recursive least square algorithm; rhythmic oscillatory movement; shifting frequency band; signal modulation estimation; signal simulation; tremor suppression; voluntary drift; voluntary motion; weighted-frequency Fourier linear combiner; zero-phase lag; Accuracy; Adaptation models; Estimation; Frequency estimation; Frequency modulation; Least squares approximations; Time-frequency analysis; ASBMFLC; Pathological tremor; RLS; WFLC; biomechanical loading;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Mechatronics and Automation (ICMA), 2013 IEEE International Conference on
Conference_Location :
Takamatsu
Print_ISBN :
978-1-4673-5557-5
Type :
conf
DOI :
10.1109/ICMA.2013.6617979
Filename :
6617979
Link To Document :
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