The Quantification of the QT-RR Interaction in ECG Signal Using the Detrended FluctuationAnalysis and ARARX Modelling

被引:5
作者
Baakek, Y. N. [1 ]
Slimane, Z. E. Hadj [1 ]
Reguig, F. Bereksi [2 ]
机构
[1] Tlemcen Univ, Biomed Engn Lab GBM, Elect Engn & Elect Dept, Fac Technol, Tilimsen 13000, Algeria
[2] Tlemcen Univ, Fac Technol, Tilimsen 13000, Algeria
关键词
Detrended fluctuation analysis DFA; Heart rate; QT interval; ARARX model; QT-RR interaction; Scaling component; Power spectral density; SPECTRAL-ANALYSIS; VARIABILITY; DECOMPOSITION; ALGORITHM; INTERVALS; HEARTBEAT; SLEEP;
D O I
10.1007/s10916-014-0062-9
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
In this paper, the detrended fluctuation analysis DFA is used to investigate and quantify the QT-RR interaction in different pathologic cases in order to distinguish between them. The study is carried out on the ECG signals of MIT-BIH universal database. Different ECG signals related to cardiac pathological cases are concerned with this study. These are: Premature Ventricular Contraction (PVC) (9 cases), Right Bundle Branch Block (RBBB) (4 cases), Left Bundle Branch Block (LBBB) (2 cases), Atrial Premature Beat (APB) (4 cases), Paced Beat (PB) (4 cases), and other pathologic cases with different severity (10 cases). All this cases are compared to the 15 normal cases. The obtained results show that the DFA can identify the healthy subject from the pathologic cases according to the values of the scaling exponent alpha. The results indicate that alpha varies between 0.5 and 1 in all cases which means that there is a long range correlation in RR and QT series. The QT and RR series are also modelled using the ARARX model. The parameters of the model are then extracted. The power spectral density (PSD) is estimated by using these parameters in order to provide further information about the causal interactions within the signals and also to determine the power scaling exponent beta. This scaling exponent confirms the relationship between RR and QT intervals in all the studied cases except in APB and PB cases where the behaviour is similar to that of the white noise. The QT variability degrees are calculated and the DFA is applied on it. The obtained results show a long range correlation between RR and QT intervals in all cases and an ambiguity in the APB case. The DFA is compared to the Poincare method in order to evaluate the algorithm performance using the Fuzzy Sugeno classifier is used for this purpose.
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页数:11
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