ECG Signal Enhancement with Serial Cascade OWA Filter

Noises which appear during recording of biomedical signal are seldom characterized by the Gaussian distribution, whereas a noise can have an impulsive nature. An application of traditional filtering method at such assumption can lead to introducing a distortion to a filtered signal. In this paper, an overview of the robust filtering problem is provided. The new serial cascade robust filter with application of the ordered weighted aggregation (OWA) operator is proposed. The OWA operator is described applying a weighted average of ordered signal samples in a moving window. By introducing the nonlinear sorting operation and assigning to the sorted samples appropriate values of weights the improvement of filtering in impulsive environment is achieved. The structure of the proposed serial cascade OWA filter consists of two successive OWA filters. The proposed filter is tested with the help of real signal corrupted with an artificial as well as a real noise. The indicator of the filter's performance quality is the root mean square error (RMSE). For testing purpose the electrocardiographic signal is used. The obtained results show that in the field of impulsive noise suppression, the proposed serial cascaded OWA filter lead to better results compared to the reference filters.

[1]  M. Ramasubba Reddy,et al.  A transform domain SVD filter for suppression of muscle noise artefacts in exercise ECG's , 2000, IEEE Transactions on Biomedical Engineering.

[2]  Marian Kotas,et al.  Application of projection pursuit based robust principal component analysis to ECG enhancement , 2006, Biomed. Signal Process. Control..

[3]  Steven W. Smith,et al.  The Scientist and Engineer's Guide to Digital Signal Processing , 1997 .

[4]  Jacek M. Leski,et al.  ECG baseline wander and powerline interference reduction using nonlinear filter bank , 2005, Signal Process..

[5]  R. E. Barr,et al.  Design and implementation of digital filters for biomedical signal processing , 1986 .

[6]  Gonzalo R. Arce,et al.  Towards a general theory of robust nonlinear filtering: selection filters , 1997, 1997 IEEE International Conference on Acoustics, Speech, and Signal Processing.

[7]  Ronald R. Yager,et al.  OWA filters and forecasting models applied to electric power load time series , 2014, Evol. Syst..

[8]  J. Leski Robust weighted averaging. , 2002, IEEE transactions on bio-medical engineering.

[9]  Tomasz Pander,et al.  A new approach to robust, weighted signal averaging , 2015 .

[10]  Vijander Singh,et al.  EEG signal enhancement using cascaded S-Golay filter , 2017, Biomed. Signal Process. Control..

[11]  Ronald R. Yager,et al.  On ordered weighted averaging aggregation operators in multicriteria decision-making , 1988 .

[12]  Jacek M. Leski Robust weighted averaging [of biomedical signals] , 2002, IEEE Transactions on Biomedical Engineering.

[13]  R. Warlar,et al.  Integer coefficient bandpass filter for the simultaneous removal of baseline wander, 50 and 100 Hz interference from the ECG , 1991, Medical and Biological Engineering and Computing.

[14]  Radko Mesiar,et al.  Aggregation of OWA Operators , 2018, IEEE Transactions on Fuzzy Systems.

[15]  G.R. Arce,et al.  Zero-Order Statistics: A Mathematical Framework for the Processing and Characterization of Very Impulsive Signals , 2006, IEEE Transactions on Signal Processing.

[16]  Ronald R. Yager,et al.  Time Series Smoothing and OWA Aggregation , 2008, IEEE Transactions on Fuzzy Systems.

[17]  Janusz Jezewski,et al.  Improving fetal heart rate signal interpretation by application of myriad filtering , 2013 .

[18]  A. Ben Hamza,et al.  Image denoising: a nonlinear robust statistical approach , 2001, IEEE Trans. Signal Process..

[19]  Lei Shi,et al.  Detrending knee joint vibration signals with a cascade moving average filter , 2012, 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[20]  Xiao Hu,et al.  A single-lead ECG enhancement algorithm using a regularized data-driven filter , 2006, IEEE Transactions on Biomedical Engineering.

[21]  Janusz Wrobel,et al.  OWA aggregation operator in robust filtering , 2017, 2017 MIXDES - 24th International Conference "Mixed Design of Integrated Circuits and Systems.

[22]  Ronald R. Yager,et al.  On ordered weighted averaging aggregation operators in multicriteria decisionmaking , 1988, IEEE Trans. Syst. Man Cybern..

[23]  O. E. Herrmann,et al.  ECG baseline wander reduction using linear phase filters. , 1986, Computers and biomedical research, an international journal.

[24]  Ralf Bousseljot,et al.  Nutzung der EKG-Signaldatenbank CARDIODAT der PTB über das Internet , 2009 .