Title :
Application of Variable Step LMS Algorithm Based on Iterative Time in ECG Signal Abstraction
Author :
Zhao Jiyin ; Li Jianpo ; Zheng Ruirui ; Sun Junxiang
Author_Institution :
Coll. of Electromech. & Inf. Eng., Dalian Nat. Univ., Dalian
Abstract :
The existence of industrial frequency interference brings serious influence to electrocardiogram (ECG) signal diagnosis and analysis. The industrial frequency interference should be restrained. Adaptive filter is a primary method to filter ECG signal, because it does not need the signal statistical characteristic. LMS algorithm is one of the most universal adaptive arithmetic. The step value should be selected suitably in order to achieve fast convergence. The paper introduces a variable step LMS algorithm based on iterative time. It restrains the industrial frequency interference of electrocardiogram signal through adaptive noise canceling system. The experimental results demonstrate the variable step LMS algorithm based on iterative time has better filter effect. The signal to noise ratio improves 46.0149 dB. At the same time, it has fast convergence speed. The validity and advantage in restraining industrial frequency interference are validated. It has important academic meaning and applied value.
Keywords :
adaptive filters; adaptive signal processing; bioelectric phenomena; electrocardiography; medical signal processing; ECG signal abstraction; LMS algorithm; adaptive filter algorithm; adaptive noise canceling system; electrocardiogram signal diagnosis; heart electrical activity; industrial frequency interference; variable step LMS algorithm; Adaptive filters; Adaptive systems; Arithmetic; Convergence; Electrocardiography; Frequency; Interference; Iterative algorithms; Least squares approximation; Signal analysis;
Conference_Titel :
Bioinformatics and Biomedical Engineering, 2008. ICBBE 2008. The 2nd International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-1747-6
Electronic_ISBN :
978-1-4244-1748-3
DOI :
10.1109/ICBBE.2008.898