構(gòu)造多分辨率小波表征QRS綜合波的頻率分布特性
CONSTITUTING MULTIRESOLUTION WAVELET TO CHARACTERIZE QRS FREQUENCY DISTRIBUTIONS
-
摘要: 本文討論了用多分辨率分析(MRA)方法構(gòu)造具有良好頻率特性的帶限正交(FLO)小波。并根據(jù)小波系數(shù)的能量在不同分辨率下的分布,定義了一種能夠反映ORS綜合波頻率成分分布的特征參數(shù)。通過對(duì)MIT心律失常數(shù)據(jù)厙中波形的測(cè)試,結(jié)果顯示室性QRS波的值通常小于正常的QRS波。并且該參數(shù),特別是采用FLO小波計(jì)算時(shí),能夠明顯區(qū)分正常和室性心搏,并有較強(qiáng)的抗干擾能力。
-
關(guān)鍵詞:
- 心電圖; QRS綜臺(tái)波; 帶限正交小波; 多分辨率分析
Abstract: A frequency limited orthogonal(FLO)wavelet with expected frequency property is constituted on the basis of Multiresolution Analysis (MRA).A parameteris defined to characterize the frequency distribution of QRS complexes.Testing on varieties of waveforms in MIT arrhythmia database shows that ventricular ORS complexes usually yield smallerthan that of normal QRS complexes.With such parameter,especially evaluated by the derived FLO wavelet,the stronger capability of classifying ventricular and normal beats can be oberved even in the noise contaminated ECG. -
Akay M,Akay Y M,Welkowitz W,Lewkowicz S.Investigating the effects of vasodilator drugs on the turbulent sound caused by femoral artery stenosis using short-term Fourier and wavelet transform methods.IEEE Trans.on BME,1994,BME-41(10):921-928.[2]Thakor N,Guo X,Sun Y,Hanley D F.Multiresolution wavelet analysis of evoked potentials. IEEE Trans.on BME,1993,BME-40(11):1085-1093.[3]張賢達(dá).現(xiàn)代信號(hào)處理.北京:清華大學(xué)出版社,1995,第12章.[4]Daubechies I.The wavelet transform,teim-frequency localization and signal processing.IEEE Trans.on IT,1990,IT-36(5):961-1005.[5]Mallat S G.Multifrequency channel decompositions of images and wavelet models.IEEE Trans. On ASSP,1989,ASSP-37(12):2091-2110,[6]李世雄.小波變換及其應(yīng)用.北京:高等教育出版社,1997,第3章.[7]Mallat S G.A theory for multiresolution signal decomposition:The wavelet representation.IEEE Trans.on PAMI,1989,PAMI-11(7):674-693.[8]Suzuki Y. Self-organizing ORS-wave recognition in ECG using neural networks.IEEE Trans. NN,1995,NN-6(6):1469-1477.[9]Afonso V X,Tompkins W J,Nguyen T Q,Michler K,Luo S.Comparing stress ECG enhancement algorithms.IEEE M-EMB,1996,EMB-15(3):37-44. -
計(jì)量
- 文章訪問數(shù): 2203
- HTML全文瀏覽量: 80
- PDF下載量: 402
- 被引次數(shù): 0